Pandas Profiling Report on train data

Dataset statistics

Number of variables	51
Number of observations	598978
Missing cells	510110
Missing cells (%)	1.7%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	845.4 MiB
Average record size in memory	1.4 KiB

Variable types

NUM	30
CAT	18
BOOL	3

Reproduction

Analysis started	2020-06-20 14:24:04.840586
Analysis finished	2020-06-20 14:31:49.681411
Duration	7 minutes and 44.84 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

`policy_code` has constant value "1.0"	Constant
`application_type` has constant value "INDIVIDUAL"	Constant
`emp_title` has a high cardinality: 235312 distinct values	High cardinality
`issue_d` has a high cardinality: 96 distinct values	High cardinality
`title` has a high cardinality: 60990 distinct values	High cardinality
`zip_code` has a high cardinality: 901 distinct values	High cardinality
`earliest_cr_line` has a high cardinality: 677 distinct values	High cardinality
`last_pymnt_d` has a high cardinality: 97 distinct values	High cardinality
`last_credit_pull_d` has a high cardinality: 102 distinct values	High cardinality
`funded_amnt` is highly correlated with `loan_amnt` and 2 other fields	High correlation
`loan_amnt` is highly correlated with `funded_amnt` and 2 other fields	High correlation
`funded_amnt_inv` is highly correlated with `loan_amnt` and 2 other fields	High correlation
`installment` is highly correlated with `loan_amnt` and 2 other fields	High correlation
`out_prncp_inv` is highly correlated with `out_prncp`	High correlation
`out_prncp` is highly correlated with `out_prncp_inv`	High correlation
`total_pymnt_inv` is highly correlated with `total_pymnt` and 1 other fields	High correlation
`total_pymnt` is highly correlated with `total_pymnt_inv` and 1 other fields	High correlation
`total_rec_prncp` is highly correlated with `total_pymnt` and 1 other fields	High correlation
`sub_grade` is highly correlated with `grade`	High correlation
`grade` is highly correlated with `sub_grade`	High correlation
`emp_title` has 34465 (5.8%) missing values	Missing
`emp_length` has 28105 (4.7%) missing values	Missing
`next_pymnt_d` has 244687 (40.9%) missing values	Missing
`tot_coll_amt` has 67313 (11.2%) missing values	Missing
`tot_cur_bal` has 67313 (11.2%) missing values	Missing
`total_rev_hi_lim` has 67313 (11.2%) missing values	Missing
`annual_inc` is highly skewed (γ1 = 32.59676251)	Skewed
`collection_recovery_fee` is highly skewed (γ1 = 23.99513225)	Skewed
`collections_12_mths_ex_med` is highly skewed (γ1 = 24.52184047)	Skewed
`acc_now_delinq` is highly skewed (γ1 = 28.43505937)	Skewed
`tot_coll_amt` is highly skewed (γ1 = 706.75678)	Skewed
`total_rev_hi_lim` is highly skewed (γ1 = 81.5153322)	Skewed
`df_index` has unique values	Unique
`delinq_2yrs` has 488733 (81.6%) zeros	Zeros
`inq_last_6mths` has 324734 (54.2%) zeros	Zeros
`pub_rec` has 513890 (85.8%) zeros	Zeros
`out_prncp` has 244733 (40.9%) zeros	Zeros
`out_prncp_inv` has 244733 (40.9%) zeros	Zeros
`total_rec_late_fee` has 589426 (98.4%) zeros	Zeros
`recoveries` has 574792 (96.0%) zeros	Zeros
`collection_recovery_fee` has 575943 (96.2%) zeros	Zeros
`collections_12_mths_ex_med` has 592719 (99.0%) zeros	Zeros
`acc_now_delinq` has 596424 (99.6%) zeros	Zeros
`tot_coll_amt` has 461105 (77.0%) zeros	Zeros

df_index
Real number (ℝ_≥0)

UNIQUE

Distinct count	598978
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	362407.7060359479
Minimum	0
Maximum	855968
Zeros	1
Zeros (%)	< 0.1%
Memory size	4.6 MiB

Quantile statistics

Minimum	0
5-th percentile	29948.85
Q1	149744.25
median	299488.5
Q3	449232.75
95-th percentile	826019.15
Maximum	855968
Range	855968
Interquartile range (IQR)	299488.5

Descriptive statistics

Standard deviation	265636.0484
Coefficient of variation (CV)	0.7329757176
Kurtosis	-0.9537473033
Mean	362407.706
Median Absolute Deviation (MAD)	149744.5
Skewness	0.6159415842
Sum	2.170742429e+11
Variance	7.056251021e+10

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2047	1	< 0.1%
224455	1	< 0.1%
257239	1	< 0.1%
255190	1	< 0.1%
261333	1	< 0.1%
259284	1	< 0.1%
249043	1	< 0.1%
246994	1	< 0.1%
253137	1	< 0.1%
251088	1	< 0.1%
208079	1	< 0.1%
206030	1	< 0.1%
212173	1	< 0.1%
210124	1	< 0.1%
199883	1	< 0.1%
197834	1	< 0.1%
203977	1	< 0.1%
234712	1	< 0.1%
236761	1	< 0.1%
230618	1	< 0.1%
150755	1	< 0.1%
138473	1	< 0.1%
136424	1	< 0.1%
158951	1	< 0.1%
156902	1	< 0.1%
Other values (598953)	598953	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
855968	1	< 0.1%
855967	1	< 0.1%
855966	1	< 0.1%
855965	1	< 0.1%
855964	1	< 0.1%
855963	1	< 0.1%
855962	1	< 0.1%
855961	1	< 0.1%
855960	1	< 0.1%
855959	1	< 0.1%

loan_amnt
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	1358
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	14540.642519424753
Minimum	500.0
Maximum	35000.0
Zeros	0
Zeros (%)	0.0%
Memory size	4.6 MiB

Quantile statistics

Minimum	500
5-th percentile	3575
Q1	8000
median	12600
Q3	20000
95-th percentile	31200
Maximum	35000
Range	34500
Interquartile range (IQR)	12000

Descriptive statistics

Standard deviation	8336.476483
Coefficient of variation (CV)	0.5733224286
Kurtosis	-0.1857360152
Mean	14540.64252
Median Absolute Deviation (MAD)	5400
Skewness	0.7082189625
Sum	8709524975
Variance	69496840.15

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
10000	42134	7.0%
12000	33354	5.6%
15000	31067	5.2%
20000	30498	5.1%
35000	22846	3.8%
8000	19023	3.2%
6000	17720	3.0%
5000	17645	2.9%
16000	15691	2.6%
25000	15527	2.6%
18000	14901	2.5%
24000	13885	2.3%
30000	10783	1.8%
7000	9782	1.6%
28000	9516	1.6%
14000	8954	1.5%
21000	7909	1.3%
9000	7736	1.3%
4000	7413	1.2%
3000	6687	1.1%
13000	5310	0.9%
11000	4997	0.8%
9600	4707	0.8%
7200	4460	0.7%
17000	4075	0.7%
Other values (1333)	232358	38.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
500	5	< 0.1%
700	1	< 0.1%
725	1	< 0.1%
750	1	< 0.1%
800	1	< 0.1%
900	2	< 0.1%
950	1	< 0.1%
1000	1738	0.3%
1025	4	< 0.1%
1050	13	< 0.1%

Value	Count	Frequency (%)
35000	22846	3.8%
34975	23	< 0.1%
34950	4	< 0.1%
34925	3	< 0.1%
34900	7	< 0.1%
34875	60	< 0.1%
34850	5	< 0.1%
34825	2	< 0.1%
34800	42	< 0.1%
34775	2	< 0.1%

funded_amnt
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	1360
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	14521.789030648872
Minimum	500.0
Maximum	35000.0
Zeros	0
Zeros (%)	0.0%
Memory size	4.6 MiB

Quantile statistics

Minimum	500
5-th percentile	3550
Q1	8000
median	12525
Q3	20000
95-th percentile	31050
Maximum	35000
Range	34500
Interquartile range (IQR)	12000

Descriptive statistics

Standard deviation	8327.529212
Coefficient of variation (CV)	0.5734506399
Kurtosis	-0.1780301881
Mean	14521.78903
Median Absolute Deviation (MAD)	5475
Skewness	0.7111155588
Sum	8698232150
Variance	69347742.77

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
10000	42041	7.0%
12000	33263	5.6%
15000	30955	5.2%
20000	30317	5.1%
35000	22708	3.8%
8000	19010	3.2%
6000	17710	3.0%
5000	17633	2.9%
16000	15610	2.6%
25000	15268	2.5%
18000	14827	2.5%
24000	13798	2.3%
30000	10736	1.8%
7000	9773	1.6%
28000	9494	1.6%
14000	8924	1.5%
21000	7889	1.3%
9000	7725	1.3%
4000	7410	1.2%
3000	6679	1.1%
13000	5298	0.9%
11000	4998	0.8%
9600	4699	0.8%
7200	4461	0.7%
17000	4058	0.7%
Other values (1335)	233694	39.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
500	5	< 0.1%
700	1	< 0.1%
725	1	< 0.1%
750	1	< 0.1%
800	1	< 0.1%
900	2	< 0.1%
950	1	< 0.1%
1000	1739	0.3%
1025	4	< 0.1%
1050	14	< 0.1%

Value	Count	Frequency (%)
35000	22708	3.8%
34975	23	< 0.1%
34950	4	< 0.1%
34925	3	< 0.1%
34900	7	< 0.1%
34875	60	< 0.1%
34850	5	< 0.1%
34825	2	< 0.1%
34800	41	< 0.1%
34775	2	< 0.1%

funded_amnt_inv
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	8817
Unique (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	14478.973948221226
Minimum	0.0
Maximum	35000.0
Zeros	129
Zeros (%)	< 0.1%
Memory size	4.6 MiB

Quantile statistics

Minimum	0
5-th percentile	3500
Q1	8000
median	12500
Q3	20000
95-th percentile	31000
Maximum	35000
Range	35000
Interquartile range (IQR)	12000

Descriptive statistics

Standard deviation	8337.695086
Coefficient of variation (CV)	0.5758484763
Kurtosis	-0.1768054425
Mean	14478.97395
Median Absolute Deviation (MAD)	5500
Skewness	0.7096850589
Sum	8672586858
Variance	69517159.35

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
10000	37624	6.3%
12000	29367	4.9%
15000	26796	4.5%
20000	25494	4.3%
35000	18907	3.2%
8000	17348	2.9%
5000	16415	2.7%
6000	16413	2.7%
16000	13421	2.2%
18000	12672	2.1%
25000	12630	2.1%
24000	11604	1.9%
7000	8924	1.5%
30000	8820	1.5%
28000	8115	1.4%
14000	7775	1.3%
4000	6938	1.2%
9000	6909	1.2%
21000	6677	1.1%
3000	6348	1.1%
13000	4625	0.8%
11000	4487	0.7%
9600	4242	0.7%
7200	4118	0.7%
17000	3489	0.6%
Other values (8792)	278820	46.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	129	< 0.1%
0.000121098108	1	< 0.1%
0.000531133069	1	< 0.1%
0.000654606955	1	< 0.1%
0.001867695804	1	< 0.1%
0.00196309265	1	< 0.1%
0.001966974015	1	< 0.1%
0.002251737537	1	< 0.1%
0.002283598321	1	< 0.1%
0.002373058247	1	< 0.1%

Value	Count	Frequency (%)
35000	18907	3.2%
34997.35245	1	< 0.1%
34995.37946	1	< 0.1%
34993.65539	1	< 0.1%
34993.32571	1	< 0.1%
34993.26306	1	< 0.1%
34993.19696	1	< 0.1%
34992.98044	1	< 0.1%
34992.76781	1	< 0.1%
34992.48861	1	< 0.1%

term
Categorical

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.6 MiB

36 months	427239
60 months	171739

Value	Count	Frequency (%)
36 months	427239	71.3%
60 months	171739	28.7%

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Overview of Unicode Properties

Unique unicode characters	10
Unique unicode categories (?)	3
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
	1197956	20.0%
6	598978	10.0%
m	598978	10.0%
o	598978	10.0%
n	598978	10.0%
t	598978	10.0%
h	598978	10.0%
s	598978	10.0%
3	427239	7.1%
0	171739	2.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	3593868	60.0%
Space Separator	1197956	20.0%
Decimal Number	1197956	20.0%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	1197956	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
6	598978	50.0%
3	427239	35.7%
0	171739	14.3%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
m	598978	16.7%
o	598978	16.7%
n	598978	16.7%
t	598978	16.7%
h	598978	16.7%
s	598978	16.7%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3593868	60.0%
Common	2395912	40.0%

Most frequent Common characters

Value	Count	Frequency (%)
	1197956	50.0%
6	598978	25.0%
3	427239	17.8%
0	171739	7.2%

Most frequent Latin characters

Value	Count	Frequency (%)
m	598978	16.7%
o	598978	16.7%
n	598978	16.7%
t	598978	16.7%
h	598978	16.7%
s	598978	16.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5989780	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
	1197956	20.0%
6	598978	10.0%
m	598978	10.0%
o	598978	10.0%
n	598978	10.0%
t	598978	10.0%
h	598978	10.0%
s	598978	10.0%
3	427239	7.1%
0	171739	2.9%

int_rate
Real number (ℝ_≥0)

Distinct count	502
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	13.520910684532652
Minimum	5.32
Maximum	28.99
Zeros	0
Zeros (%)	0.0%
Memory size	4.6 MiB

Quantile statistics

Minimum	5.32
5-th percentile	6.68
Q1	10.16
median	13.33
Q3	16.29
95-th percentile	21.48
Maximum	28.99
Range	23.67
Interquartile range (IQR)	6.13

Descriptive statistics

Standard deviation	4.37096073
Coefficient of variation (CV)	0.3232741368
Kurtosis	-0.231897829
Mean	13.52091068
Median Absolute Deviation (MAD)	2.96
Skewness	0.3851112397
Sum	8098728.04
Variance	19.1052977

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
10.99	20898	3.5%
12.99	18026	3.0%
15.61	16890	2.8%
11.99	12307	2.1%
8.9	11310	1.9%
6.03	10706	1.8%
9.17	10696	1.8%
17.57	10643	1.8%
16.29	10230	1.7%
7.9	10015	1.7%
14.99	9718	1.6%
12.49	9465	1.6%
13.98	9446	1.6%
12.12	9335	1.6%
16.99	9072	1.5%
13.11	8329	1.4%
15.31	8116	1.4%
9.99	7816	1.3%
13.35	7482	1.2%
13.99	7408	1.2%
12.69	7098	1.2%
11.67	7070	1.2%
14.33	7048	1.2%
18.25	7025	1.2%
14.49	6965	1.2%
Other values (477)	345864	57.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5.32	488	0.1%
5.42	573	0.1%
5.79	410	0.1%
5.93	1802	0.3%
5.99	347	0.1%
6	104	< 0.1%
6.03	10706	1.8%
6.17	252	< 0.1%
6.24	401	0.1%
6.39	2647	0.4%

Value	Count	Frequency (%)
28.99	1	< 0.1%
28.49	6	< 0.1%
27.88	7	< 0.1%
27.31	10	< 0.1%
26.77	15	< 0.1%
26.06	316	0.1%
25.99	345	0.1%
25.89	545	0.1%
25.83	728	0.1%
25.8	944	0.2%

installment
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	60966
Unique (%)	10.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	434.56205778843315
Minimum	15.69
Maximum	1409.99
Zeros	0
Zeros (%)	0.0%
Memory size	4.6 MiB

Quantile statistics

Minimum	15.69
5-th percentile	118.52
Q1	259.6425
median	381.84
Q3	568.9
95-th percentile	899.15
Maximum	1409.99
Range	1394.3
Interquartile range (IQR)	309.2575

Descriptive statistics

Standard deviation	242.8927094
Coefficient of variation (CV)	0.5589367619
Kurtosis	0.7492534298
Mean	434.5620578
Median Absolute Deviation (MAD)	146.11
Skewness	0.9453419785
Sum	260293112.3
Variance	58996.8683

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
327.34	1592	0.3%
336.9	1311	0.2%
491.01	1138	0.2%
332.1	1137	0.2%
392.81	1125	0.2%
318.79	923	0.2%
654.68	904	0.2%
304.36	842	0.1%
317.54	841	0.1%
332.72	815	0.1%
261.88	809	0.1%
196.41	799	0.1%
163.67	793	0.1%
608.72	761	0.1%
334.49	760	0.1%
337.47	757	0.1%
498.15	737	0.1%
365.23	736	0.1%
635.07	728	0.1%
269.52	721	0.1%
456.54	718	0.1%
168.45	704	0.1%
404.27	698	0.1%
381.04	678	0.1%
289.34	677	0.1%
Other values (60941)	577274	96.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
15.69	1	< 0.1%
16.08	1	< 0.1%
16.25	1	< 0.1%
16.31	1	< 0.1%
16.47	1	< 0.1%
19.87	1	< 0.1%
20.22	1	< 0.1%
21.25	1	< 0.1%
21.62	1	< 0.1%
21.74	1	< 0.1%

Value	Count	Frequency (%)
1409.99	3	< 0.1%
1408.13	4	< 0.1%
1407.01	8	< 0.1%
1406.45	9	< 0.1%
1404.95	1	< 0.1%
1402.17	4	< 0.1%
1396.79	1	< 0.1%
1391.41	4	< 0.1%
1388.45	2	< 0.1%
1382.36	9	< 0.1%

grade
Categorical

HIGH CORRELATION

Distinct count	7
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.6 MiB

B	173419
C	163121
A	100727
D	96354
E	45902
Other values (2)	19455

Value	Count	Frequency (%)
B	173419	29.0%
C	163121	27.2%
A	100727	16.8%
D	96354	16.1%
E	45902	7.7%
F	15689	2.6%
G	3766	0.6%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Overview of Unicode Properties

Unique unicode characters	7
Unique unicode categories (?)	1
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
B	173419	29.0%
C	163121	27.2%
A	100727	16.8%
D	96354	16.1%
E	45902	7.7%
F	15689	2.6%
G	3766	0.6%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	598978	100.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
B	173419	29.0%
C	163121	27.2%
A	100727	16.8%
D	96354	16.1%
E	45902	7.7%
F	15689	2.6%
G	3766	0.6%

Most occurring scripts

Value	Count	Frequency (%)
Latin	598978	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
B	173419	29.0%
C	163121	27.2%
A	100727	16.8%
D	96354	16.1%
E	45902	7.7%
F	15689	2.6%
G	3766	0.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	598978	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
B	173419	29.0%
C	163121	27.2%
A	100727	16.8%
D	96354	16.1%
E	45902	7.7%
F	15689	2.6%
G	3766	0.6%

sub_grade
Categorical

HIGH CORRELATION

Distinct count	35
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.6 MiB

B3	39269
B4	38735
C1	35306
C2	34923
B2	33329
Other values (30)	417416

Value	Count	Frequency (%)
B3	39269	6.6%
B4	38735	6.5%
C1	35306	5.9%
C2	34923	5.8%
B2	33329	5.6%
C3	33020	5.5%
B5	32735	5.5%
C4	31765	5.3%
A5	30307	5.1%
B1	29351	4.9%
C5	28107	4.7%
A4	25170	4.2%
D1	24542	4.1%
D2	20997	3.5%
D3	18547	3.1%
D4	17638	2.9%
A3	16473	2.8%
A2	15089	2.5%
D5	14630	2.4%
A1	13688	2.3%
E1	11870	2.0%
E2	11074	1.8%
E3	9055	1.5%
E4	7586	1.3%
E5	6317	1.1%
Other values (10)	19455	3.2%

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Overview of Unicode Properties

Unique unicode characters	12
Unique unicode categories (?)	2
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
B	173419	14.5%
C	163121	13.6%
4	123776	10.3%
1	120826	10.1%
3	120155	10.0%
2	119939	10.0%
5	114282	9.5%
A	100727	8.4%
D	96354	8.0%
E	45902	3.8%
F	15689	1.3%
G	3766	0.3%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	598978	50.0%
Decimal Number	598978	50.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
B	173419	29.0%
C	163121	27.2%
A	100727	16.8%
D	96354	16.1%
E	45902	7.7%
F	15689	2.6%
G	3766	0.6%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
4	123776	20.7%
1	120826	20.2%
3	120155	20.1%
2	119939	20.0%
5	114282	19.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	598978	50.0%
Common	598978	50.0%

Most frequent Latin characters

Value	Count	Frequency (%)
B	173419	29.0%
C	163121	27.2%
A	100727	16.8%
D	96354	16.1%
E	45902	7.7%
F	15689	2.6%
G	3766	0.6%

Most frequent Common characters

Value	Count	Frequency (%)
4	123776	20.7%
1	120826	20.2%
3	120155	20.1%
2	119939	20.0%
5	114282	19.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1197956	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
B	173419	14.5%
C	163121	13.6%
4	123776	10.3%
1	120826	10.1%
3	120155	10.0%
2	119939	10.0%
5	114282	9.5%
A	100727	8.4%
D	96354	8.0%
E	45902	3.8%
F	15689	1.3%
G	3766	0.3%

emp_title
Categorical

HIGH CARDINALITY
MISSING

Distinct count	235312
Unique (%)	41.7%
Missing	34465
Missing (%)	5.8%
Memory size	4.6 MiB

Teacher	7971
Manager	6629
Registered Nurse	3315
RN	3233
Supervisor	2936
Other values (235307)	540429

Value	Count	Frequency (%)
Teacher	7971	1.3%
Manager	6629	1.1%
Registered Nurse	3315	0.6%
RN	3233	0.5%
Supervisor	2936	0.5%
Owner	2839	0.5%
Sales	2454	0.4%
Project Manager	2391	0.4%
Office Manager	2083	0.3%
manager	1956	0.3%
Driver	1938	0.3%
General Manager	1883	0.3%
Director	1823	0.3%
teacher	1794	0.3%
owner	1590	0.3%
Engineer	1568	0.3%
President	1524	0.3%
driver	1494	0.2%
Vice President	1378	0.2%
Attorney	1281	0.2%
Accountant	1237	0.2%
Administrative Assistant	1231	0.2%
Operations Manager	1227	0.2%
supervisor	1101	0.2%
sales	1078	0.2%
Other values (235287)	506559	84.6%
(Missing)	34465	5.8%

Length

Max length	78
Median length	15
Mean length	15.67182768
Min length	1

Overview of Unicode Properties

Unique unicode characters	125
Unique unicode categories (?)	18
Unique unicode scripts (?)	2
Unique unicode blocks (?)	3

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
e	923836	9.8%
r	722459	7.7%
a	721619	7.7%
	713695	7.6%
n	678259	7.2%
i	613372	6.5%
t	564616	6.0%
o	493153	5.3%
s	444260	4.7%
c	369958	3.9%
l	292791	3.1%
g	182697	1.9%
u	179518	1.9%
S	170773	1.8%
p	149565	1.6%
d	149359	1.6%
m	143780	1.5%
C	135673	1.4%
h	132436	1.4%
A	131614	1.4%
M	110884	1.2%
y	99971	1.1%
f	99235	1.1%
v	89881	1.0%
P	88002	0.9%
Other values (100)	985674	10.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	7193077	76.6%
Uppercase Letter	1393504	14.8%
Space Separator	713698	7.6%
Other Punctuation	66549	0.7%
Decimal Number	9159	0.1%
Dash Punctuation	8311	0.1%
Open Punctuation	1283	< 0.1%
Close Punctuation	1249	< 0.1%
Math Symbol	147	< 0.1%
Control	39	< 0.1%
Modifier Symbol	24	< 0.1%
Currency Symbol	12	< 0.1%
Connector Punctuation	11	< 0.1%
Other Symbol	7	< 0.1%
Other Number	7	< 0.1%
Format	1	< 0.1%
Initial Punctuation	1	< 0.1%
Final Punctuation	1	< 0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
e	923836	12.8%
r	722459	10.0%
a	721619	10.0%
n	678259	9.4%
i	613372	8.5%
t	564616	7.8%
o	493153	6.9%
s	444260	6.2%
c	369958	5.1%
l	292791	4.1%
g	182697	2.5%
u	179518	2.5%
p	149565	2.1%
d	149359	2.1%
m	143780	2.0%
h	132436	1.8%
y	99971	1.4%
f	99235	1.4%
v	89881	1.2%
k	44957	0.6%
w	33972	0.5%
b	33758	0.5%
x	13916	0.2%
j	8698	0.1%
z	4026	0.1%
Other values (5)	2985	< 0.1%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
S	170773	12.3%
C	135673	9.7%
A	131614	9.4%
M	110884	8.0%
P	88002	6.3%
T	82533	5.9%
E	76159	5.5%
R	73915	5.3%
I	71106	5.1%
D	69249	5.0%
O	56366	4.0%
N	51053	3.7%
L	49350	3.5%
B	38127	2.7%
F	36404	2.6%
H	34965	2.5%
G	28584	2.1%
U	24598	1.8%
V	18638	1.3%
W	18047	1.3%
K	7398	0.5%
J	6855	0.5%
Y	6598	0.5%
Q	4191	0.3%
X	1454	0.1%
Other values (6)	968	0.1%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	713695	> 99.9%
	3	< 0.1%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
.	26425	39.7%
,	13822	20.8%
/	13394	20.1%
&	9061	13.6%
'	3329	5.0%
#	180	0.3%
;	78	0.1%
:	67	0.1%
!	44	0.1%
\	42	0.1%
"	41	0.1%
@	19	< 0.1%
*	18	< 0.1%
?	13	< 0.1%
%	12	< 0.1%
¡	3	< 0.1%
¶	1	< 0.1%

Most frequent Dash Punctuation characters

Value	Count	Frequency (%)
-	8311	100.0%

Most frequent Open Punctuation characters

Value	Count	Frequency (%)
(	1272	99.1%
[	9	0.7%
{	2	0.2%

Most frequent Close Punctuation characters

Value	Count	Frequency (%)
)	1245	99.7%
]	3	0.2%
}	1	0.1%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
1	2120	23.1%
2	1876	20.5%
3	1397	15.3%
4	760	8.3%
0	610	6.7%
5	593	6.5%
6	548	6.0%
9	477	5.2%
7	469	5.1%
8	309	3.4%

Most frequent Math Symbol characters

Value	Count	Frequency (%)
+	116	78.9%
\|	23	15.6%
~	4	2.7%
±	2	1.4%
<	1	0.7%
¬	1	0.7%

Most frequent Other Symbol characters

Value	Count	Frequency (%)
©	7	100.0%

Most frequent Modifier Symbol characters

Value	Count	Frequency (%)
`	24	100.0%

Most frequent Connector Punctuation characters

Value	Count	Frequency (%)
_	11	100.0%

Most frequent Other Number characters

Value	Count	Frequency (%)
³	4	57.1%
²	3	42.9%

Most frequent Control characters

Value	Count	Frequency (%)
	9	23.1%
	8	20.5%
	7	17.9%
	3	7.7%
	3	7.7%
	2	5.1%
	2	5.1%
	1	2.6%
	1	2.6%
	1	2.6%
	1	2.6%
	1	2.6%

Most frequent Currency Symbol characters

Value	Count	Frequency (%)
$	9	75.0%
¢	3	25.0%

Most frequent Format characters

Value	Count	Frequency (%)
	1	100.0%

Most frequent Initial Punctuation characters

Value	Count	Frequency (%)
«	1	100.0%

Most frequent Final Punctuation characters

Value	Count	Frequency (%)
’	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	8586581	91.5%
Common	800499	8.5%

Most frequent Latin characters

Value	Count	Frequency (%)
e	923836	10.8%
r	722459	8.4%
a	721619	8.4%
n	678259	7.9%
i	613372	7.1%
t	564616	6.6%
o	493153	5.7%
s	444260	5.2%
c	369958	4.3%
l	292791	3.4%
g	182697	2.1%
u	179518	2.1%
S	170773	2.0%
p	149565	1.7%
d	149359	1.7%
m	143780	1.7%
C	135673	1.6%
h	132436	1.5%
A	131614	1.5%
M	110884	1.3%
y	99971	1.2%
f	99235	1.2%
v	89881	1.0%
P	88002	1.0%
T	82533	1.0%
Other values (36)	816337	9.5%

Most frequent Common characters

Value	Count	Frequency (%)
	713695	89.2%
.	26425	3.3%
,	13822	1.7%
/	13394	1.7%
&	9061	1.1%
-	8311	1.0%
'	3329	0.4%
1	2120	0.3%
2	1876	0.2%
3	1397	0.2%
(	1272	0.2%
)	1245	0.2%
4	760	0.1%
0	610	0.1%
5	593	0.1%
6	548	0.1%
9	477	0.1%
7	469	0.1%
8	309	< 0.1%
#	180	< 0.1%
+	116	< 0.1%
;	78	< 0.1%
:	67	< 0.1%
!	44	< 0.1%
\	42	< 0.1%
Other values (39)	259	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	9386962	> 99.9%
None	117	< 0.1%
Punctuation	1	< 0.1%

Most frequent ASCII characters

Value	Count	Frequency (%)
e	923836	9.8%
r	722459	7.7%
a	721619	7.7%
	713695	7.6%
n	678259	7.2%
i	613372	6.5%
t	564616	6.0%
o	493153	5.3%
s	444260	4.7%
c	369958	3.9%
l	292791	3.1%
g	182697	1.9%
u	179518	1.9%
S	170773	1.8%
p	149565	1.6%
d	149359	1.6%
m	143780	1.5%
C	135673	1.4%
h	132436	1.4%
A	131614	1.4%
M	110884	1.2%
y	99971	1.1%
f	99235	1.1%
v	89881	1.0%
P	88002	0.9%
Other values (68)	985556	10.5%

Most frequent None characters

Value	Count	Frequency (%)
Ã	29	24.8%
Â	12	10.3%
	9	7.7%
â	8	6.8%
	8	6.8%
©	7	6.0%
³	4	3.4%
²	3	2.6%
¢	3	2.6%
¡	3	2.6%
	3	2.6%
	3	2.6%
	3	2.6%
Æ	2	1.7%
	2	1.7%
±	2	1.7%
	2	1.7%
	1	0.9%
	1	0.9%
«	1	0.9%
	1	0.9%
¬	1	0.9%
	1	0.9%
	1	0.9%
¶	1	0.9%
Other values (6)	6	5.1%

Most frequent Punctuation characters

Value	Count	Frequency (%)
’	1	100.0%

emp_length
Categorical

MISSING

Distinct count	11
Unique (%)	< 0.1%
Missing	28105
Missing (%)	4.7%
Memory size	4.6 MiB

10+ years	195407
2 years	53373
3 years	47128
< 1 year	46526
5 years	38429
Other values (6)	190010

Value	Count	Frequency (%)
10+ years	195407	32.6%
2 years	53373	8.9%
3 years	47128	7.9%
< 1 year	46526	7.8%
5 years	38429	6.4%
1 year	37879	6.3%
4 years	35792	6.0%
7 years	32676	5.5%
6 years	31338	5.2%
8 years	29126	4.9%
9 years	23199	3.9%
(Missing)	28105	4.7%

Length

Max length	9
Median length	7
Mean length	7.479217935
Min length	3

Overview of Unicode Properties

Unique unicode characters	19
Unique unicode categories (?)	4
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
	617399	13.8%
a	598978	13.4%
y	570873	12.7%
e	570873	12.7%
r	570873	12.7%
s	486468	10.9%
1	279812	6.2%
0	195407	4.4%
+	195407	4.4%
n	56210	1.3%
2	53373	1.2%
3	47128	1.1%
<	46526	1.0%
5	38429	0.9%
4	35792	0.8%
7	32676	0.7%
6	31338	0.7%
8	29126	0.7%
9	23199	0.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2854275	63.7%
Decimal Number	766280	17.1%
Space Separator	617399	13.8%
Math Symbol	241933	5.4%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
1	279812	36.5%
0	195407	25.5%
2	53373	7.0%
3	47128	6.2%
5	38429	5.0%
4	35792	4.7%
7	32676	4.3%
6	31338	4.1%
8	29126	3.8%
9	23199	3.0%

Most frequent Math Symbol characters

Value	Count	Frequency (%)
+	195407	80.8%
<	46526	19.2%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	617399	100.0%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
a	598978	21.0%
y	570873	20.0%
e	570873	20.0%
r	570873	20.0%
s	486468	17.0%
n	56210	2.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2854275	63.7%
Common	1625612	36.3%

Most frequent Common characters

Value	Count	Frequency (%)
	617399	38.0%
1	279812	17.2%
0	195407	12.0%
+	195407	12.0%
2	53373	3.3%
3	47128	2.9%
<	46526	2.9%
5	38429	2.4%
4	35792	2.2%
7	32676	2.0%
6	31338	1.9%
8	29126	1.8%
9	23199	1.4%

Most frequent Latin characters

Value	Count	Frequency (%)
a	598978	21.0%
y	570873	20.0%
e	570873	20.0%
r	570873	20.0%
s	486468	17.0%
n	56210	2.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4479887	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
	617399	13.8%
a	598978	13.4%
y	570873	12.7%
e	570873	12.7%
r	570873	12.7%
s	486468	10.9%
1	279812	6.2%
0	195407	4.4%
+	195407	4.4%
n	56210	1.3%
2	53373	1.2%
3	47128	1.1%
<	46526	1.0%
5	38429	0.9%
4	35792	0.8%
7	32676	0.7%
6	31338	0.7%
8	29126	0.7%
9	23199	0.5%

home_ownership
Categorical

Distinct count	6
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.6 MiB

MORTGAGE	301448
RENT	241692
OWN	55648
OTHER	144
NONE	45

Value	Count	Frequency (%)
MORTGAGE	301448	50.3%
RENT	241692	40.4%
OWN	55648	9.3%
OTHER	144	< 0.1%
NONE	45	< 0.1%
ANY	1	< 0.1%

Length

Max length	8
Median length	8
Mean length	5.920416109
Min length	3

Overview of Unicode Properties

Unique unicode characters	11
Unique unicode categories (?)	1
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
G	602896	17.0%
E	543329	15.3%
R	543284	15.3%
T	543284	15.3%
O	357285	10.1%
A	301449	8.5%
M	301448	8.5%
N	297431	8.4%
W	55648	1.6%
H	144	< 0.1%
Y	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	3546199	100.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
G	602896	17.0%
E	543329	15.3%
R	543284	15.3%
T	543284	15.3%
O	357285	10.1%
A	301449	8.5%
M	301448	8.5%
N	297431	8.4%
W	55648	1.6%
H	144	< 0.1%
Y	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3546199	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
G	602896	17.0%
E	543329	15.3%
R	543284	15.3%
T	543284	15.3%
O	357285	10.1%
A	301449	8.5%
M	301448	8.5%
N	297431	8.4%
W	55648	1.6%
H	144	< 0.1%
Y	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3546199	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
G	602896	17.0%
E	543329	15.3%
R	543284	15.3%
T	543284	15.3%
O	357285	10.1%
A	301449	8.5%
M	301448	8.5%
N	297431	8.4%
W	55648	1.6%
H	144	< 0.1%
Y	1	< 0.1%

annual_inc
Real number (ℝ_≥0)

SKEWED

Distinct count	38466
Unique (%)	6.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	73972.80048217127
Minimum	3000.0
Maximum	8706582.0
Zeros	0
Zeros (%)	0.0%
Memory size	4.6 MiB

Quantile statistics

Minimum	3000
5-th percentile	28000
Q1	45000
median	63000
Q3	90000
95-th percentile	150000
Maximum	8706582
Range	8703582
Interquartile range (IQR)	45000

Descriptive statistics

Standard deviation	56761.62681
Coefficient of variation (CV)	0.767331052
Kurtosis	3530.492971
Mean	73972.80048
Median Absolute Deviation (MAD)	21000
Skewness	32.59676251
Sum	4.430808009e+10
Variance	3221882278

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
60000	22878	3.8%
50000	20560	3.4%
65000	16898	2.8%
40000	16427	2.7%
70000	15981	2.7%
45000	15308	2.6%
80000	14997	2.5%
75000	14775	2.5%
55000	13930	2.3%
90000	11394	1.9%
100000	11100	1.9%
85000	10387	1.7%
35000	10051	1.7%
30000	9555	1.6%
120000	8488	1.4%
52000	8212	1.4%
42000	8049	1.3%
48000	7779	1.3%
110000	7229	1.2%
72000	6523	1.1%
95000	6088	1.0%
36000	5398	0.9%
62000	5191	0.9%
150000	5099	0.9%
38000	4989	0.8%
Other values (38441)	321692	53.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3000	2	< 0.1%
3600	1	< 0.1%
4000	4	< 0.1%
4080	1	< 0.1%
4200	2	< 0.1%
4800	6	< 0.1%
4888	1	< 0.1%
5000	3	< 0.1%
5500	1	< 0.1%
5674	1	< 0.1%

Value	Count	Frequency (%)
8706582	1	< 0.1%
7500000	1	< 0.1%
7446395	1	< 0.1%
7141778	1	< 0.1%
7000000	1	< 0.1%
6100000	1	< 0.1%
6000000	1	< 0.1%
5000000	1	< 0.1%
4900000	1	< 0.1%
4800000	1	< 0.1%

verification_status
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.6 MiB

Source Verified	210453
Verified	203959
Not Verified	184566

Value	Count	Frequency (%)
Source Verified	210453	35.1%
Verified	203959	34.1%
Not Verified	184566	30.8%

Length

Max length	15
Median length	12
Mean length	11.69201373
Min length	8

Overview of Unicode Properties

Unique unicode characters	13
Unique unicode categories (?)	3
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
e	1408409	20.1%
i	1197956	17.1%
r	809431	11.6%
V	598978	8.6%
f	598978	8.6%
d	598978	8.6%
o	395019	5.6%
	395019	5.6%
S	210453	3.0%
u	210453	3.0%
c	210453	3.0%
N	184566	2.6%
t	184566	2.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	5614243	80.2%
Uppercase Letter	993997	14.2%
Space Separator	395019	5.6%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
V	598978	60.3%
S	210453	21.2%
N	184566	18.6%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
e	1408409	25.1%
i	1197956	21.3%
r	809431	14.4%
f	598978	10.7%
d	598978	10.7%
o	395019	7.0%
u	210453	3.7%
c	210453	3.7%
t	184566	3.3%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	395019	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	6608240	94.4%
Common	395019	5.6%

Most frequent Latin characters

Value	Count	Frequency (%)
e	1408409	21.3%
i	1197956	18.1%
r	809431	12.2%
V	598978	9.1%
f	598978	9.1%
d	598978	9.1%
o	395019	6.0%
S	210453	3.2%
u	210453	3.2%
c	210453	3.2%
N	184566	2.8%
t	184566	2.8%

Most frequent Common characters

Value	Count	Frequency (%)
	395019	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7003259	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
e	1408409	20.1%
i	1197956	17.1%
r	809431	11.6%
V	598978	8.6%
f	598978	8.6%
d	598978	8.6%
o	395019	5.6%
	395019	5.6%
S	210453	3.0%
u	210453	3.0%
c	210453	3.0%
N	184566	2.6%
t	184566	2.6%

issue_d
Categorical

HIGH CARDINALITY

Distinct count	96
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.6 MiB

Oct-2014	37442
Apr-2015	34332
Jan-2015	33887
May-2015	30923
Jul-2014	28315
Other values (91)	434079

Value	Count	Frequency (%)
Oct-2014	37442	6.3%
Apr-2015	34332	5.7%
Jan-2015	33887	5.7%
May-2015	30923	5.2%
Jul-2014	28315	4.7%
Mar-2015	24573	4.1%
Nov-2014	24143	4.0%
Feb-2015	22991	3.8%
May-2014	18493	3.1%
Apr-2014	18458	3.1%
Aug-2014	18203	3.0%
Jun-2014	16556	2.8%
Mar-2014	16012	2.7%
Jan-2014	15178	2.5%
Feb-2014	14903	2.5%
Dec-2013	14609	2.4%
Nov-2013	14299	2.4%
Oct-2013	13756	2.3%
Sep-2013	12694	2.1%
Aug-2013	12414	2.1%
Jul-2013	11632	1.9%
Jun-2013	10663	1.8%
Sep-2014	10233	1.7%
May-2013	10121	1.7%
Dec-2014	9929	1.7%
Other values (71)	124219	20.7%

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Overview of Unicode Properties

Unique unicode characters	32
Unique unicode categories (?)	4
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
2	652013	13.6%
0	617036	12.9%
1	614085	12.8%
-	598978	12.5%
4	227865	4.8%
a	180994	3.8%
5	146706	3.1%
J	143072	3.0%
3	131678	2.7%
r	122354	2.6%
u	121838	2.5%
M	120231	2.5%
e	117806	2.5%
A	107586	2.2%
p	100695	2.1%
c	96299	2.0%
n	95050	2.0%
y	65934	1.4%
O	61353	1.3%
t	61353	1.3%
F	50222	1.0%
b	50222	1.0%
N	48930	1.0%
o	48930	1.0%
v	48930	1.0%
Other values (7)	161664	3.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2395912	50.0%
Lowercase Letter	1197956	25.0%
Uppercase Letter	598978	12.5%
Dash Punctuation	598978	12.5%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
J	143072	23.9%
M	120231	20.1%
A	107586	18.0%
O	61353	10.2%
F	50222	8.4%
N	48930	8.2%
D	34946	5.8%
S	32638	5.4%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
a	180994	15.1%
r	122354	10.2%
u	121838	10.2%
e	117806	9.8%
p	100695	8.4%
c	96299	8.0%
n	95050	7.9%
y	65934	5.5%
t	61353	5.1%
b	50222	4.2%
o	48930	4.1%
v	48930	4.1%
l	48022	4.0%
g	39529	3.3%

Most frequent Dash Punctuation characters

Value	Count	Frequency (%)
-	598978	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
2	652013	27.2%
0	617036	25.8%
1	614085	25.6%
4	227865	9.5%
5	146706	6.1%
3	131678	5.5%
9	4716	0.2%
8	1562	0.1%
7	251	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	2994890	62.5%
Latin	1796934	37.5%

Most frequent Latin characters

Value	Count	Frequency (%)
a	180994	10.1%
J	143072	8.0%
r	122354	6.8%
u	121838	6.8%
M	120231	6.7%
e	117806	6.6%
A	107586	6.0%
p	100695	5.6%
c	96299	5.4%
n	95050	5.3%
y	65934	3.7%
O	61353	3.4%
t	61353	3.4%
F	50222	2.8%
b	50222	2.8%
N	48930	2.7%
o	48930	2.7%
v	48930	2.7%
l	48022	2.7%
g	39529	2.2%
D	34946	1.9%
S	32638	1.8%

Most frequent Common characters

Value	Count	Frequency (%)
2	652013	21.8%
0	617036	20.6%
1	614085	20.5%
-	598978	20.0%
4	227865	7.6%
5	146706	4.9%
3	131678	4.4%
9	4716	0.2%
8	1562	0.1%
7	251	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4791824	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
2	652013	13.6%
0	617036	12.9%
1	614085	12.8%
-	598978	12.5%
4	227865	4.8%
a	180994	3.8%
5	146706	3.1%
J	143072	3.0%
3	131678	2.7%
r	122354	2.6%
u	121838	2.5%
M	120231	2.5%
e	117806	2.5%
A	107586	2.2%
p	100695	2.1%
c	96299	2.0%
n	95050	2.0%
y	65934	1.4%
O	61353	1.3%
t	61353	1.3%
F	50222	1.0%
b	50222	1.0%
N	48930	1.0%
o	48930	1.0%
v	48930	1.0%
Other values (7)	161664	3.4%

pymnt_plan
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.6 MiB

n	598973
y	5

Frequency Table

Value	Count	Frequency (%)
n	598973	> 99.9%
y	5	< 0.1%

purpose
Categorical

Distinct count	14
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.6 MiB

debt_consolidation	356155
credit_card	135758
home_improvement	33805
other	29008
major_purchase	11883
Other values (9)	32369

Value	Count	Frequency (%)
debt_consolidation	356155	59.5%
credit_card	135758	22.7%
home_improvement	33805	5.6%
other	29008	4.8%
major_purchase	11883	2.0%
small_business	7800	1.3%
car	6401	1.1%
medical	5644	0.9%
moving	3676	0.6%
vacation	3143	0.5%
house	2685	0.4%
wedding	2279	0.4%
renewable_energy	415	0.1%
educational	326	0.1%

Length

Max length	18
Median length	18
Mean length	15.0441669
Min length	3

Overview of Unicode Properties

Unique unicode characters	22
Unique unicode categories (?)	2
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
o	1186796	13.2%
d	994354	11.0%
t	914350	10.1%
i	904741	10.0%
n	764169	8.5%
c	655068	7.3%
e	655028	7.3%
_	545816	6.1%
a	542877	6.0%
s	401923	4.5%
l	378140	4.2%
r	365326	4.1%
b	364370	4.0%
m	130418	1.4%
h	77381	0.9%
p	45688	0.5%
v	40624	0.5%
u	22694	0.3%
j	11883	0.1%
g	6370	0.1%
w	2694	< 0.1%
y	415	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	8465309	93.9%
Connector Punctuation	545816	6.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	1186796	14.0%
d	994354	11.7%
t	914350	10.8%
i	904741	10.7%
n	764169	9.0%
c	655068	7.7%
e	655028	7.7%
a	542877	6.4%
s	401923	4.7%
l	378140	4.5%
r	365326	4.3%
b	364370	4.3%
m	130418	1.5%
h	77381	0.9%
p	45688	0.5%
v	40624	0.5%
u	22694	0.3%
j	11883	0.1%
g	6370	0.1%
w	2694	< 0.1%
y	415	< 0.1%

Most frequent Connector Punctuation characters

Value	Count	Frequency (%)
_	545816	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	8465309	93.9%
Common	545816	6.1%

Most frequent Latin characters

Value	Count	Frequency (%)
o	1186796	14.0%
d	994354	11.7%
t	914350	10.8%
i	904741	10.7%
n	764169	9.0%
c	655068	7.7%
e	655028	7.7%
a	542877	6.4%
s	401923	4.7%
l	378140	4.5%
r	365326	4.3%
b	364370	4.3%
m	130418	1.5%
h	77381	0.9%
p	45688	0.5%
v	40624	0.5%
u	22694	0.3%
j	11883	0.1%
g	6370	0.1%
w	2694	< 0.1%
y	415	< 0.1%

Most frequent Common characters

Value	Count	Frequency (%)
_	545816	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	9011125	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
o	1186796	13.2%
d	994354	11.0%
t	914350	10.1%
i	904741	10.0%
n	764169	8.5%
c	655068	7.3%
e	655028	7.3%
_	545816	6.1%
a	542877	6.0%
s	401923	4.5%
l	378140	4.2%
r	365326	4.1%
b	364370	4.0%
m	130418	1.4%
h	77381	0.9%
p	45688	0.5%
v	40624	0.5%
u	22694	0.3%
j	11883	0.1%
g	6370	0.1%
w	2694	< 0.1%
y	415	< 0.1%

title
Categorical

HIGH CARDINALITY

Distinct count	60990
Unique (%)	10.2%
Missing	18
Missing (%)	< 0.1%
Memory size	4.6 MiB

Debt consolidation	248846
Credit card refinancing	94817
Home improvement	22487
Other	18604
Debt Consolidation	15469
Other values (60985)	198737

Value	Count	Frequency (%)
Debt consolidation	248846	41.5%
Credit card refinancing	94817	15.8%
Home improvement	22487	3.8%
Other	18604	3.1%
Debt Consolidation	15469	2.6%
Major purchase	6824	1.1%
Consolidation	5266	0.9%
debt consolidation	4718	0.8%
Business	4342	0.7%
Medical expenses	3866	0.6%
Debt Consolidation Loan	3744	0.6%
Car financing	3178	0.5%
Credit Card Consolidation	2326	0.4%
Vacation	2244	0.4%
Moving and relocation	2239	0.4%
consolidation	2120	0.4%
Personal Loan	2057	0.3%
Consolidation Loan	1743	0.3%
Home Improvement	1736	0.3%
Credit Card Refinance	1442	0.2%
Home buying	1400	0.2%
Credit Card Payoff	1364	0.2%
Consolidate	1236	0.2%
Personal	1141	0.2%
Loan	1013	0.2%
Other values (60965)	144738	24.2%

Length

Max length	80
Median length	18
Mean length	17.5107266
Min length	2

Overview of Unicode Properties

Unique unicode characters	108
Unique unicode categories (?)	15
Unique unicode scripts (?)	2
Unique unicode blocks (?)	2

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
o	1118926	10.7%
n	1079768	10.3%
i	1043792	10.0%
t	845029	8.1%
e	797379	7.6%
	754570	7.2%
a	689634	6.6%
d	610483	5.8%
c	527897	5.0%
r	474241	4.5%
s	396293	3.8%
l	376346	3.6%
b	313688	3.0%
D	295695	2.8%
C	200150	1.9%
f	155961	1.5%
g	126105	1.2%
m	113461	1.1%
p	67168	0.6%
h	46091	0.4%
y	38778	0.4%
v	37834	0.4%
u	36086	0.3%
L	34635	0.3%
H	34574	0.3%
Other values (83)	273956	2.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	8927044	85.1%
Uppercase Letter	772816	7.4%
Space Separator	754570	7.2%
Decimal Number	17803	0.2%
Other Punctuation	12025	0.1%
Dash Punctuation	2491	< 0.1%
Connector Punctuation	864	< 0.1%
Close Punctuation	272	< 0.1%
Currency Symbol	211	< 0.1%
Open Punctuation	210	< 0.1%
Math Symbol	192	< 0.1%
Control	32	< 0.1%
Modifier Symbol	7	< 0.1%
Other Symbol	2	< 0.1%
Other Number	1	< 0.1%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
D	295695	38.3%
C	200150	25.9%
L	34635	4.5%
H	34574	4.5%
O	32171	4.2%
M	23900	3.1%
P	23661	3.1%
R	17673	2.3%
B	15112	2.0%
I	12943	1.7%
E	11337	1.5%
F	11208	1.5%
S	10483	1.4%
A	10441	1.4%
T	10375	1.3%
N	9702	1.3%
G	4847	0.6%
W	3828	0.5%
V	3822	0.5%
Y	2050	0.3%
U	1806	0.2%
K	1074	0.1%
J	791	0.1%
X	243	< 0.1%
Q	156	< 0.1%
Other values (3)	139	< 0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	1118926	12.5%
n	1079768	12.1%
i	1043792	11.7%
t	845029	9.5%
e	797379	8.9%
a	689634	7.7%
d	610483	6.8%
c	527897	5.9%
r	474241	5.3%
s	396293	4.4%
l	376346	4.2%
b	313688	3.5%
f	155961	1.7%
g	126105	1.4%
m	113461	1.3%
p	67168	0.8%
h	46091	0.5%
y	38778	0.4%
v	37834	0.4%
u	36086	0.4%
w	9228	0.1%
j	8289	0.1%
x	7731	0.1%
k	5849	0.1%
q	539	< 0.1%
Other values (3)	448	< 0.1%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	754570	100.0%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
!	3226	26.8%
/	2311	19.2%
.	2156	17.9%
'	1319	11.0%
,	1155	9.6%
&	1057	8.8%
%	185	1.5%
#	173	1.4%
:	171	1.4%
"	141	1.2%
?	46	0.4%
;	40	0.3%
*	25	0.2%
@	13	0.1%
\	7	0.1%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
1	5235	29.4%
2	4516	25.4%
0	4096	23.0%
3	1693	9.5%
4	523	2.9%
5	464	2.6%
9	416	2.3%
6	368	2.1%
8	255	1.4%
7	237	1.3%

Most frequent Dash Punctuation characters

Value	Count	Frequency (%)
-	2491	100.0%

Most frequent Connector Punctuation characters

Value	Count	Frequency (%)
_	864	100.0%

Most frequent Math Symbol characters

Value	Count	Frequency (%)
+	138	71.9%
=	20	10.4%
~	11	5.7%
>	9	4.7%
<	9	4.7%
\|	5	2.6%

Most frequent Open Punctuation characters

Value	Count	Frequency (%)
(	204	97.1%
[	6	2.9%

Most frequent Close Punctuation characters

Value	Count	Frequency (%)
)	267	98.2%
]	5	1.8%

Most frequent Control characters

Value	Count	Frequency (%)
	15	46.9%
	4	12.5%
	4	12.5%
	4	12.5%
	2	6.2%
	1	3.1%
	1	3.1%
	1	3.1%

Most frequent Currency Symbol characters

Value	Count	Frequency (%)
$	211	100.0%

Most frequent Modifier Symbol characters

Value	Count	Frequency (%)
`	5	71.4%
^	1	14.3%
´	1	14.3%

Most frequent Other Number characters

Value	Count	Frequency (%)
³	1	100.0%

Most frequent Other Symbol characters

Value	Count	Frequency (%)
¦	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	9699860	92.5%
Common	788680	7.5%

Most frequent Latin characters

Value	Count	Frequency (%)
o	1118926	11.5%
n	1079768	11.1%
i	1043792	10.8%
t	845029	8.7%
e	797379	8.2%
a	689634	7.1%
d	610483	6.3%
c	527897	5.4%
r	474241	4.9%
s	396293	4.1%
l	376346	3.9%
b	313688	3.2%
D	295695	3.0%
C	200150	2.1%
f	155961	1.6%
g	126105	1.3%
m	113461	1.2%
p	67168	0.7%
h	46091	0.5%
y	38778	0.4%
v	37834	0.4%
u	36086	0.4%
L	34635	0.4%
H	34574	0.4%
O	32171	0.3%
Other values (31)	207675	2.1%

Most frequent Common characters

Value	Count	Frequency (%)
	754570	95.7%
1	5235	0.7%
2	4516	0.6%
0	4096	0.5%
!	3226	0.4%
-	2491	0.3%
/	2311	0.3%
.	2156	0.3%
3	1693	0.2%
'	1319	0.2%
,	1155	0.1%
&	1057	0.1%
_	864	0.1%
4	523	0.1%
5	464	0.1%
9	416	0.1%
6	368	< 0.1%
)	267	< 0.1%
8	255	< 0.1%
7	237	< 0.1%
$	211	< 0.1%
(	204	< 0.1%
%	185	< 0.1%
#	173	< 0.1%
:	171	< 0.1%
Other values (27)	517	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10488508	> 99.9%
None	32	< 0.1%

Most frequent ASCII characters

Value	Count	Frequency (%)
o	1118926	10.7%
n	1079768	10.3%
i	1043792	10.0%
t	845029	8.1%
e	797379	7.6%
	754570	7.2%
a	689634	6.6%
d	610483	5.8%
c	527897	5.0%
r	474241	4.5%
s	396293	3.8%
l	376346	3.6%
b	313688	3.0%
D	295695	2.8%
C	200150	1.9%
f	155961	1.5%
g	126105	1.2%
m	113461	1.1%
p	67168	0.6%
h	46091	0.4%
y	38778	0.4%
v	37834	0.4%
u	36086	0.3%
L	34635	0.3%
H	34574	0.3%
Other values (69)	273924	2.6%

Most frequent None characters

Value	Count	Frequency (%)
â	4	12.5%
	4	12.5%
î	4	12.5%
	4	12.5%
	4	12.5%
Ã	2	6.2%
	2	6.2%
¦	2	6.2%
	1	3.1%
	1	3.1%
Â	1	3.1%
´	1	3.1%
³	1	3.1%
	1	3.1%

zip_code
Categorical

HIGH CARDINALITY

Distinct count	901
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	4.6 MiB

945xx	6735
750xx	6389
112xx	6342
606xx	5917
100xx	5393
Other values (896)	568202

Value	Count	Frequency (%)
945xx	6735	1.1%
750xx	6389	1.1%
112xx	6342	1.1%
606xx	5917	1.0%
100xx	5393	0.9%
300xx	5330	0.9%
900xx	5098	0.9%
070xx	5077	0.8%
331xx	5037	0.8%
770xx	4607	0.8%
917xx	4417	0.7%
891xx	4339	0.7%
117xx	4110	0.7%
330xx	4109	0.7%
104xx	3986	0.7%
921xx	3902	0.7%
926xx	3807	0.6%
852xx	3713	0.6%
913xx	3570	0.6%
925xx	3357	0.6%
113xx	3284	0.5%
334xx	3185	0.5%
021xx	3137	0.5%
080xx	3127	0.5%
601xx	3062	0.5%
Other values (876)	487948	81.5%

Length

Max length	5
Median length	5
Mean length	5
Min length	5

Overview of Unicode Properties

Unique unicode characters	11
Unique unicode categories (?)	2
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
x	1197956	40.0%
0	268588	9.0%
1	215589	7.2%
3	195136	6.5%
2	192026	6.4%
9	182908	6.1%
7	174701	5.8%
4	151958	5.1%
5	144393	4.8%
8	142250	4.7%
6	129385	4.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1796934	60.0%
Lowercase Letter	1197956	40.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
0	268588	14.9%
1	215589	12.0%
3	195136	10.9%
2	192026	10.7%
9	182908	10.2%
7	174701	9.7%
4	151958	8.5%
5	144393	8.0%
8	142250	7.9%
6	129385	7.2%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
x	1197956	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1796934	60.0%
Latin	1197956	40.0%

Most frequent Common characters

Value	Count	Frequency (%)
0	268588	14.9%
1	215589	12.0%
3	195136	10.9%
2	192026	10.7%
9	182908	10.2%
7	174701	9.7%
4	151958	8.5%
5	144393	8.0%
8	142250	7.9%
6	129385	7.2%

Most frequent Latin characters

Value	Count	Frequency (%)
x	1197956	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2994890	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
x	1197956	40.0%
0	268588	9.0%
1	215589	7.2%
3	195136	6.5%
2	192026	6.4%
9	182908	6.1%
7	174701	5.8%
4	151958	5.1%
5	144393	4.8%
8	142250	4.7%
6	129385	4.3%

addr_state
Categorical

Distinct count	50
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.6 MiB

CA	90043
NY	50264
TX	47240
FL	40648
IL	23861
Other values (45)	346922

Value	Count	Frequency (%)
CA	90043	15.0%
NY	50264	8.4%
TX	47240	7.9%
FL	40648	6.8%
IL	23861	4.0%
NJ	22726	3.8%
PA	21193	3.5%
OH	19798	3.3%
GA	19375	3.2%
VA	18003	3.0%
NC	16729	2.8%
MI	15144	2.5%
MD	14099	2.4%
MA	13902	2.3%
AZ	13711	2.3%
WA	13678	2.3%
CO	12805	2.1%
MN	10784	1.8%
MO	9586	1.6%
CT	9069	1.5%
IN	8983	1.5%
NV	8455	1.4%
TN	8191	1.4%
WI	7762	1.3%
OR	7696	1.3%
Other values (25)	75233	12.6%

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Overview of Unicode Properties

Unique unicode characters	24
Unique unicode categories (?)	1
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
A	210491	17.6%
C	137654	11.5%
N	132358	11.0%
L	79082	6.6%
T	71888	6.0%
M	70678	5.9%
I	61615	5.1%
Y	57512	4.8%
O	55244	4.6%
X	47240	3.9%
F	40648	3.4%
V	30829	2.6%
W	26073	2.2%
H	25893	2.2%
J	22726	1.9%
P	21193	1.8%
G	19375	1.6%
D	18804	1.6%
K	18198	1.5%
S	15951	1.3%
R	14716	1.2%
Z	13711	1.1%
U	4397	0.4%
E	1680	0.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	1197956	100.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
A	210491	17.6%
C	137654	11.5%
N	132358	11.0%
L	79082	6.6%
T	71888	6.0%
M	70678	5.9%
I	61615	5.1%
Y	57512	4.8%
O	55244	4.6%
X	47240	3.9%
F	40648	3.4%
V	30829	2.6%
W	26073	2.2%
H	25893	2.2%
J	22726	1.9%
P	21193	1.8%
G	19375	1.6%
D	18804	1.6%
K	18198	1.5%
S	15951	1.3%
R	14716	1.2%
Z	13711	1.1%
U	4397	0.4%
E	1680	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1197956	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
A	210491	17.6%
C	137654	11.5%
N	132358	11.0%
L	79082	6.6%
T	71888	6.0%
M	70678	5.9%
I	61615	5.1%
Y	57512	4.8%
O	55244	4.6%
X	47240	3.9%
F	40648	3.4%
V	30829	2.6%
W	26073	2.2%
H	25893	2.2%
J	22726	1.9%
P	21193	1.8%
G	19375	1.6%
D	18804	1.6%
K	18198	1.5%
S	15951	1.3%
R	14716	1.2%
Z	13711	1.1%
U	4397	0.4%
E	1680	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1197956	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
A	210491	17.6%
C	137654	11.5%
N	132358	11.0%
L	79082	6.6%
T	71888	6.0%
M	70678	5.9%
I	61615	5.1%
Y	57512	4.8%
O	55244	4.6%
X	47240	3.9%
F	40648	3.4%
V	30829	2.6%
W	26073	2.2%
H	25893	2.2%
J	22726	1.9%
P	21193	1.8%
G	19375	1.6%
D	18804	1.6%
K	18198	1.5%
S	15951	1.3%
R	14716	1.2%
Z	13711	1.1%
U	4397	0.4%
E	1680	0.1%

dti
Real number (ℝ_≥0)

Distinct count	4000
Unique (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	17.63840763767618
Minimum	0.0
Maximum	39.99
Zeros	366
Zeros (%)	0.1%
Memory size	4.6 MiB

Quantile statistics

Minimum	0
5-th percentile	5.01
Q1	11.61
median	17.21
Q3	23.29
95-th percentile	31.75
Maximum	39.99
Range	39.99
Interquartile range (IQR)	11.68

Descriptive statistics

Standard deviation	8.070745524
Coefficient of variation (CV)	0.457566561
Kurtosis	-0.5173809375
Mean	17.63840764
Median Absolute Deviation (MAD)	5.83
Skewness	0.2224647707
Sum	10565018.13
Variance	65.13693332

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
14.4	495	0.1%
19.2	478	0.1%
18	460	0.1%
16.8	450	0.1%
12	444	0.1%
20.4	439	0.1%
13.2	435	0.1%
15.6	420	0.1%
21.6	403	0.1%
16.2	376	0.1%
10.8	373	0.1%
22.8	369	0.1%
0	366	0.1%
24	363	0.1%
16.32	354	0.1%
14.64	351	0.1%
17.04	347	0.1%
15.84	345	0.1%
12.48	343	0.1%
15.12	342	0.1%
13.92	340	0.1%
18.72	336	0.1%
9.6	336	0.1%
16.08	335	0.1%
18.48	335	0.1%
Other values (3975)	589343	98.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	366	0.1%
0.01	10	< 0.1%
0.02	11	< 0.1%
0.03	5	< 0.1%
0.04	5	< 0.1%
0.05	5	< 0.1%
0.06	6	< 0.1%
0.07	11	< 0.1%
0.08	10	< 0.1%
0.09	6	< 0.1%

Value	Count	Frequency (%)
39.99	19	< 0.1%
39.98	13	< 0.1%
39.97	16	< 0.1%
39.96	12	< 0.1%
39.95	10	< 0.1%
39.94	6	< 0.1%
39.93	11	< 0.1%
39.92	19	< 0.1%
39.91	17	< 0.1%
39.9	16	< 0.1%

delinq_2yrs
Real number (ℝ_≥0)

ZEROS

Distinct count	26
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.29717118157929007
Minimum	0.0
Maximum	39.0
Zeros	488733
Zeros (%)	81.6%
Memory size	4.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	39
Range	39
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.8286588521
Coefficient of variation (CV)	2.788489946
Kurtosis	61.77805422
Mean	0.2971711816
Median Absolute Deviation (MAD)	0
Skewness	5.572436687
Sum	177999
Variance	0.6866754931

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	488733	81.6%
1	73894	12.3%
2	21679	3.6%
3	7546	1.3%
4	3296	0.6%
5	1689	0.3%
6	903	0.2%
7	471	0.1%
8	265	< 0.1%
9	174	< 0.1%
10	101	< 0.1%
11	60	< 0.1%
12	58	< 0.1%
14	28	< 0.1%
13	26	< 0.1%
15	16	< 0.1%
18	9	< 0.1%
17	8	< 0.1%
16	8	< 0.1%
19	7	< 0.1%
22	2	< 0.1%
27	1	< 0.1%
29	1	< 0.1%
21	1	< 0.1%
39	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	488733	81.6%
1	73894	12.3%
2	21679	3.6%
3	7546	1.3%
4	3296	0.6%
5	1689	0.3%
6	903	0.2%
7	471	0.1%
8	265	< 0.1%
9	174	< 0.1%

Value	Count	Frequency (%)
39	1	< 0.1%
29	1	< 0.1%
27	1	< 0.1%
24	1	< 0.1%
22	2	< 0.1%
21	1	< 0.1%
19	7	< 0.1%
18	9	< 0.1%
17	8	< 0.1%
16	8	< 0.1%

earliest_cr_line
Categorical

HIGH CARDINALITY

Distinct count	677
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.6 MiB

Aug-2001	4563
Aug-2000	4561
Oct-2000	4501
Oct-2001	4218
Sep-2000	4179
Other values (672)	576956

Value	Count	Frequency (%)
Aug-2001	4563	0.8%
Aug-2000	4561	0.8%
Oct-2000	4501	0.8%
Oct-2001	4218	0.7%
Sep-2000	4179	0.7%
Oct-1999	4164	0.7%
Nov-1999	4085	0.7%
Nov-2000	4048	0.7%
Sep-1999	3987	0.7%
Aug-1999	3944	0.7%
Sep-2001	3900	0.7%
Aug-2002	3896	0.7%
Oct-2002	3844	0.6%
Sep-2002	3776	0.6%
Jul-2001	3683	0.6%
Dec-2000	3633	0.6%
Dec-1999	3623	0.6%
Sep-1998	3600	0.6%
Mar-2001	3583	0.6%
Nov-2001	3559	0.6%
Oct-1998	3546	0.6%
Sep-2003	3545	0.6%
May-2001	3536	0.6%
Jul-2000	3515	0.6%
Mar-2000	3472	0.6%
Other values (652)	502017	83.8%

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Overview of Unicode Properties

Unique unicode characters	33
Unique unicode categories (?)	4
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
9	632779	13.2%
0	601516	12.6%
-	598978	12.5%
1	397727	8.3%
2	328708	6.9%
e	151424	3.2%
u	151184	3.2%
a	140214	2.9%
J	139760	2.9%
8	125054	2.6%
c	108467	2.3%
p	102078	2.1%
A	101559	2.1%
M	94386	2.0%
r	92403	1.9%
n	91855	1.9%
7	70650	1.5%
4	60873	1.3%
6	60842	1.3%
3	59585	1.2%
O	58362	1.2%
t	58362	1.2%
5	58178	1.2%
S	57771	1.2%
g	57252	1.2%
Other values (8)	391857	8.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2395912	50.0%
Lowercase Letter	1197956	25.0%
Uppercase Letter	598978	12.5%
Dash Punctuation	598978	12.5%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
J	139760	23.3%
A	101559	17.0%
M	94386	15.8%
O	58362	9.7%
S	57771	9.6%
N	53487	8.9%
D	50105	8.4%
F	43548	7.3%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
e	151424	12.6%
u	151184	12.6%
a	140214	11.7%
c	108467	9.1%
p	102078	8.5%
r	92403	7.7%
n	91855	7.7%
t	58362	4.9%
g	57252	4.8%
o	53487	4.5%
v	53487	4.5%
l	47905	4.0%
y	46290	3.9%
b	43548	3.6%

Most frequent Dash Punctuation characters

Value	Count	Frequency (%)
-	598978	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
9	632779	26.4%
0	601516	25.1%
1	397727	16.6%
2	328708	13.7%
8	125054	5.2%
7	70650	2.9%
4	60873	2.5%
6	60842	2.5%
3	59585	2.5%
5	58178	2.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	2994890	62.5%
Latin	1796934	37.5%

Most frequent Latin characters

Value	Count	Frequency (%)
e	151424	8.4%
u	151184	8.4%
a	140214	7.8%
J	139760	7.8%
c	108467	6.0%
p	102078	5.7%
A	101559	5.7%
M	94386	5.3%
r	92403	5.1%
n	91855	5.1%
O	58362	3.2%
t	58362	3.2%
S	57771	3.2%
g	57252	3.2%
N	53487	3.0%
o	53487	3.0%
v	53487	3.0%
D	50105	2.8%
l	47905	2.7%
y	46290	2.6%
F	43548	2.4%
b	43548	2.4%

Most frequent Common characters

Value	Count	Frequency (%)
9	632779	21.1%
0	601516	20.1%
-	598978	20.0%
1	397727	13.3%
2	328708	11.0%
8	125054	4.2%
7	70650	2.4%
4	60873	2.0%
6	60842	2.0%
3	59585	2.0%
5	58178	1.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4791824	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
9	632779	13.2%
0	601516	12.6%
-	598978	12.5%
1	397727	8.3%
2	328708	6.9%
e	151424	3.2%
u	151184	3.2%
a	140214	2.9%
J	139760	2.9%
8	125054	2.6%
c	108467	2.3%
p	102078	2.1%
A	101559	2.1%
M	94386	2.0%
r	92403	1.9%
n	91855	1.9%
7	70650	1.5%
4	60873	1.3%
6	60842	1.3%
3	59585	1.2%
O	58362	1.2%
t	58362	1.2%
5	58178	1.2%
S	57771	1.2%
g	57252	1.2%
Other values (8)	391857	8.2%

inq_last_6mths
Real number (ℝ_≥0)

ZEROS

Distinct count	9
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.7312255208037691
Minimum	0.0
Maximum	8.0
Zeros	324734
Zeros (%)	54.2%
Memory size	4.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	3
Maximum	8
Range	8
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.000494885
Coefficient of variation (CV)	1.368243937
Kurtosis	3.002745821
Mean	0.7312255208
Median Absolute Deviation (MAD)	0
Skewness	1.618687004
Sum	437988
Variance	1.000990016

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	324734	54.2%
1	165959	27.7%
2	68634	11.5%
3	28559	4.8%
4	7460	1.2%
5	2640	0.4%
6	922	0.2%
7	48	< 0.1%
8	22	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	324734	54.2%
1	165959	27.7%
2	68634	11.5%
3	28559	4.8%
4	7460	1.2%
5	2640	0.4%
6	922	0.2%
7	48	< 0.1%
8	22	< 0.1%

Value	Count	Frequency (%)
8	22	< 0.1%
7	48	< 0.1%
6	922	0.2%
5	2640	0.4%
4	7460	1.2%
3	28559	4.8%
2	68634	11.5%
1	165959	27.7%
0	324734	54.2%

open_acc
Real number (ℝ_≥0)

Distinct count	68
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	11.357196758478608
Minimum	0.0
Maximum	90.0
Zeros	6
Zeros (%)	< 0.1%
Memory size	4.6 MiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	8
median	10
Q3	14
95-th percentile	21
Maximum	90
Range	90
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	5.138351162
Coefficient of variation (CV)	0.4524312884
Kurtosis	3.009105238
Mean	11.35719676
Median Absolute Deviation (MAD)	3
Skewness	1.214359794
Sum	6802711
Variance	26.40265266

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
9	55478	9.3%
10	53925	9.0%
8	52897	8.8%
11	49685	8.3%
7	47154	7.9%
12	44179	7.4%
6	38755	6.5%
13	38192	6.4%
14	32035	5.3%
5	27278	4.6%
15	26430	4.4%
16	21993	3.7%
17	17732	3.0%
4	15934	2.7%
18	14461	2.4%
19	11698	2.0%
20	9143	1.5%
21	7299	1.2%
3	6666	1.1%
22	5693	1.0%
23	4450	0.7%
24	3516	0.6%
25	2808	0.5%
2	2011	0.3%
26	1979	0.3%
Other values (43)	7587	1.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6	< 0.1%
1	124	< 0.1%
2	2011	0.3%
3	6666	1.1%
4	15934	2.7%
5	27278	4.6%
6	38755	6.5%
7	47154	7.9%
8	52897	8.8%
9	55478	9.3%

Value	Count	Frequency (%)
90	1	< 0.1%
84	1	< 0.1%
79	1	< 0.1%
76	1	< 0.1%
75	1	< 0.1%
74	1	< 0.1%
62	1	< 0.1%
61	1	< 0.1%
60	1	< 0.1%
59	1	< 0.1%

pub_rec
Real number (ℝ_≥0)

ZEROS

Distinct count	27
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.17776779781561258
Minimum	0.0
Maximum	63.0
Zeros	513890
Zeros (%)	85.8%
Memory size	4.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	63
Range	63
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.5473312896
Coefficient of variation (CV)	3.078911346
Kurtosis	796.4119193
Mean	0.1777677978
Median Absolute Deviation (MAD)	0
Skewness	12.76237687
Sum	106479
Variance	0.2995715406

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	513890	85.8%
1	72171	12.0%
2	8610	1.4%
3	2522	0.4%
4	858	0.1%
5	453	0.1%
6	212	< 0.1%
7	106	< 0.1%
8	56	< 0.1%
9	28	< 0.1%
10	25	< 0.1%
11	11	< 0.1%
12	8	< 0.1%
13	6	< 0.1%
15	4	< 0.1%
18	3	< 0.1%
17	2	< 0.1%
49	2	< 0.1%
21	2	< 0.1%
16	2	< 0.1%
40	1	< 0.1%
14	1	< 0.1%
54	1	< 0.1%
22	1	< 0.1%
63	1	< 0.1%
Other values (2)	2	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	513890	85.8%
1	72171	12.0%
2	8610	1.4%
3	2522	0.4%
4	858	0.1%
5	453	0.1%
6	212	< 0.1%
7	106	< 0.1%
8	56	< 0.1%
9	28	< 0.1%

Value	Count	Frequency (%)
63	1	< 0.1%
54	1	< 0.1%
49	2	< 0.1%
40	1	< 0.1%
34	1	< 0.1%
22	1	< 0.1%
21	2	< 0.1%
19	1	< 0.1%
18	3	< 0.1%
17	2	< 0.1%

revol_bal
Real number (ℝ_≥0)

Distinct count	63435
Unique (%)	10.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	16507.430211126284
Minimum	0.0
Maximum	2568995.0
Zeros	2500
Zeros (%)	0.4%
Memory size	4.6 MiB

Quantile statistics

Minimum	0
5-th percentile	2042
Q1	6462
median	11870
Q3	20618
95-th percentile	42157
Maximum	2568995
Range	2568995
Interquartile range (IQR)	14156

Descriptive statistics

Standard deviation	20934.14095
Coefficient of variation (CV)	1.268164741
Kurtosis	1098.369363
Mean	16507.43021
Median Absolute Deviation (MAD)	6389
Skewness	16.78810022
Sum	9887587533
Variance	438238257.4

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	2500	0.4%
5466	49	< 0.1%
6223	49	< 0.1%
5365	49	< 0.1%
7494	48	< 0.1%
8696	48	< 0.1%
5853	48	< 0.1%
7429	48	< 0.1%
6969	48	< 0.1%
6902	48	< 0.1%
5886	47	< 0.1%
7500	46	< 0.1%
4479	46	< 0.1%
7792	46	< 0.1%
4532	46	< 0.1%
4802	46	< 0.1%
5235	46	< 0.1%
4249	46	< 0.1%
6838	46	< 0.1%
6162	46	< 0.1%
5152	46	< 0.1%
3565	46	< 0.1%
5249	46	< 0.1%
5482	45	< 0.1%
5402	45	< 0.1%
Other values (63410)	595354	99.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2500	0.4%
1	31	< 0.1%
2	31	< 0.1%
3	33	< 0.1%
4	25	< 0.1%
5	30	< 0.1%
6	28	< 0.1%
7	24	< 0.1%
8	23	< 0.1%
9	29	< 0.1%

Value	Count	Frequency (%)
2568995	1	< 0.1%
2560703	1	< 0.1%
1746716	1	< 0.1%
1743266	1	< 0.1%
1298783	1	< 0.1%
1190046	1	< 0.1%
1043860	1	< 0.1%
1030826	1	< 0.1%
988767	1	< 0.1%
975800	1	< 0.1%

revol_util
Real number (ℝ_≥0)

Distinct count	1291
Unique (%)	0.2%
Missing	341
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%

Mean	55.83840975415819
Minimum	0.0
Maximum	892.3
Zeros	2599
Zeros (%)	0.4%
Memory size	4.6 MiB

Quantile statistics

Minimum	0
5-th percentile	14.2
Q1	38.8
median	57
Q3	74.3
95-th percentile	92.5
Maximum	892.3
Range	892.3
Interquartile range (IQR)	35.5

Descriptive statistics

Standard deviation	23.71123841
Coefficient of variation (CV)	0.4246402882
Kurtosis	1.897890496
Mean	55.83840975
Median Absolute Deviation (MAD)	17.8
Skewness	-0.1533792628
Sum	33426938.1
Variance	562.2228269

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	2599	0.4%
53	1144	0.2%
58	1140	0.2%
59	1102	0.2%
61	1101	0.2%
57	1089	0.2%
63	1087	0.2%
60	1084	0.2%
62	1080	0.2%
54	1072	0.2%
55	1058	0.2%
52	1052	0.2%
65	1045	0.2%
47	1039	0.2%
48	1039	0.2%
56	1039	0.2%
50	1029	0.2%
66	1029	0.2%
49	1026	0.2%
67	1014	0.2%
51	1008	0.2%
46	1006	0.2%
72	996	0.2%
69	994	0.2%
64	989	0.2%
Other values (1266)	570776	95.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2599	0.4%
0.01	1	< 0.1%
0.03	1	< 0.1%
0.04	1	< 0.1%
0.05	1	< 0.1%
0.1	266	< 0.1%
0.12	1	< 0.1%
0.16	1	< 0.1%
0.2	220	< 0.1%
0.3	193	< 0.1%

Value	Count	Frequency (%)
892.3	1	< 0.1%
184.6	1	< 0.1%
180.3	1	< 0.1%
177.7	1	< 0.1%
166.9	1	< 0.1%
161.5	1	< 0.1%
155.3	1	< 0.1%
153.7	1	< 0.1%
153	1	< 0.1%
152.7	1	< 0.1%

total_acc
Real number (ℝ_≥0)

Distinct count	118
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	25.226732868319036
Minimum	2.0
Maximum	162.0
Zeros	0
Zeros (%)	0.0%
Memory size	4.6 MiB

Quantile statistics

Minimum	2
5-th percentile	9
Q1	17
median	24
Q3	32
95-th percentile	47
Maximum	162
Range	160
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	11.71768165
Coefficient of variation (CV)	0.464494618
Kurtosis	1.13717948
Mean	25.22673287
Median Absolute Deviation (MAD)	8
Skewness	0.8497449996
Sum	15110258
Variance	137.3040632

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
22	21858	3.6%
20	21826	3.6%
21	21783	3.6%
23	21292	3.6%
19	21288	3.6%
18	20991	3.5%
24	20991	3.5%
17	20833	3.5%
25	20074	3.4%
16	19864	3.3%
26	19709	3.3%
15	18940	3.2%
27	18668	3.1%
28	17794	3.0%
14	17792	3.0%
29	17006	2.8%
13	16666	2.8%
30	16075	2.7%
31	14897	2.5%
12	14854	2.5%
32	14295	2.4%
11	13424	2.2%
33	12933	2.2%
34	12074	2.0%
10	11707	2.0%
Other values (93)	151344	25.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2	23	< 0.1%
3	411	0.1%
4	1901	0.3%
5	3009	0.5%
6	4513	0.8%
7	6222	1.0%
8	8027	1.3%
9	9696	1.6%
10	11707	2.0%
11	13424	2.2%

Value	Count	Frequency (%)
162	1	< 0.1%
156	1	< 0.1%
150	1	< 0.1%
138	1	< 0.1%
124	3	< 0.1%
121	1	< 0.1%
119	1	< 0.1%
118	1	< 0.1%
117	1	< 0.1%
116	2	< 0.1%

initial_list_status
Categorical

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.6 MiB

f	361847
w	237131

Value	Count	Frequency (%)
f	361847	60.4%
w	237131	39.6%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Overview of Unicode Properties

Unique unicode characters	2
Unique unicode categories (?)	1
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
f	361847	60.4%
w	237131	39.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	598978	100.0%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
f	361847	60.4%
w	237131	39.6%

Most occurring scripts

Value	Count	Frequency (%)
Latin	598978	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
f	361847	60.4%
w	237131	39.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	598978	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
f	361847	60.4%
w	237131	39.6%

out_prncp
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	171880
Unique (%)	28.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5946.808215326772
Minimum	0.0
Maximum	34073.89
Zeros	244733
Zeros (%)	40.9%
Memory size	4.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3032.27
Q3	10070.04
95-th percentile	21337.12
Maximum	34073.89
Range	34073.89
Interquartile range (IQR)	10070.04

Descriptive statistics

Standard deviation	7330.142896
Coefficient of variation (CV)	1.232618008
Kurtosis	0.8553566243
Mean	5946.808215
Median Absolute Deviation (MAD)	3032.27
Skewness	1.252088741
Sum	3562007291
Variance	53730994.87

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	244733	40.9%
7977.02	146	< 0.1%
7716.61	119	< 0.1%
7953.1	119	< 0.1%
11965.54	114	< 0.1%
9572.45	111	< 0.1%
7454.49	110	< 0.1%
8052.37	109	< 0.1%
8065.26	106	< 0.1%
8008.35	106	< 0.1%
15954.05	104	< 0.1%
8083.44	103	< 0.1%
7984.13	101	< 0.1%
8092.93	100	< 0.1%
8108.01	100	< 0.1%
8028.22	98	< 0.1%
9259.95	97	< 0.1%
9633.92	93	< 0.1%
7750.76	93	< 0.1%
7558	92	< 0.1%
11574.92	92	< 0.1%
6934.63	92	< 0.1%
7832.7	91	< 0.1%
7843.06	90	< 0.1%
6381.6	87	< 0.1%
Other values (171855)	351772	58.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	244733	40.9%
0.01	1	< 0.1%
0.03	1	< 0.1%
0.25	1	< 0.1%
0.38	1	< 0.1%
0.45	1	< 0.1%
0.49	1	< 0.1%
0.62	1	< 0.1%
0.72	1	< 0.1%
0.92	1	< 0.1%

Value	Count	Frequency (%)
34073.89	1	< 0.1%
34033.94	1	< 0.1%
33879.3	1	< 0.1%
33734.8	1	< 0.1%
33711.16	1	< 0.1%
33571.07	1	< 0.1%
33506.29	1	< 0.1%
32942.54	1	< 0.1%
32903.34	1	< 0.1%
32835.72	1	< 0.1%

out_prncp_inv
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	179987
Unique (%)	30.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5945.054197633302
Minimum	0.0
Maximum	34073.89
Zeros	244733
Zeros (%)	40.9%
Memory size	4.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3031.615
Q3	10066.86
95-th percentile	21337.12
Maximum	34073.89
Range	34073.89
Interquartile range (IQR)	10066.86

Descriptive statistics

Standard deviation	7328.397671
Coefficient of variation (CV)	1.232688118
Kurtosis	0.8559425342
Mean	5945.054198
Median Absolute Deviation (MAD)	3031.615
Skewness	1.252295205
Sum	3560956673
Variance	53705412.43

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	244733	40.9%
7977.02	142	< 0.1%
7953.1	115	< 0.1%
11965.54	112	< 0.1%
9572.45	109	< 0.1%
7716.61	108	< 0.1%
8052.37	107	< 0.1%
7454.49	105	< 0.1%
8065.26	104	< 0.1%
8083.44	102	< 0.1%
15954.05	101	< 0.1%
8092.93	100	< 0.1%
8008.35	97	< 0.1%
8108.01	96	< 0.1%
8028.22	94	< 0.1%
7984.13	93	< 0.1%
6934.63	90	< 0.1%
9259.95	89	< 0.1%
7843.06	87	< 0.1%
6381.6	87	< 0.1%
7832.7	87	< 0.1%
7558	86	< 0.1%
9633.92	84	< 0.1%
7199.74	83	< 0.1%
7750.76	83	< 0.1%
Other values (179962)	351884	58.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	244733	40.9%
0.01	1	< 0.1%
0.03	1	< 0.1%
0.25	1	< 0.1%
0.38	1	< 0.1%
0.45	1	< 0.1%
0.49	1	< 0.1%
0.62	1	< 0.1%
0.72	1	< 0.1%
0.92	1	< 0.1%

Value	Count	Frequency (%)
34073.89	1	< 0.1%
34033.94	1	< 0.1%
33879.3	1	< 0.1%
33734.8	1	< 0.1%
33687.09	1	< 0.1%
33571.07	1	< 0.1%
33506.29	1	< 0.1%
32942.54	1	< 0.1%
32903.34	1	< 0.1%
32835.72	1	< 0.1%

total_pymnt
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	411061
Unique (%)	68.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	10073.087966917265
Minimum	0.0
Maximum	57777.5798702
Zeros	126
Zeros (%)	< 0.1%
Memory size	4.6 MiB

Quantile statistics

Minimum	0
5-th percentile	1760.428
Q1	4242.35
median	7631.015
Q3	13403.25
95-th percentile	26751.556
Maximum	57777.57987
Range	57777.57987
Interquartile range (IQR)	9160.9

Descriptive statistics

Standard deviation	8091.548244
Coefficient of variation (CV)	0.8032837865
Kurtosis	2.750376225
Mean	10073.08797
Median Absolute Deviation (MAD)	4071.025
Skewness	1.57463778
Sum	6033558084
Variance	65473152.98

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	126	< 0.1%
6743.73	114	< 0.1%
2498.5	100	< 0.1%
2811.36	91	< 0.1%
5564.78	76	< 0.1%
5497.46	76	< 0.1%
5619.69	73	< 0.1%
5419.43	72	< 0.1%
2463.44	72	< 0.1%
3747.74	71	< 0.1%
2545.23	70	< 0.1%
6219.46	69	< 0.1%
5892.12	68	< 0.1%
2661.41	68	< 0.1%
2575.49	68	< 0.1%
7074.9	67	< 0.1%
3373.61	67	< 0.1%
2998.18	67	< 0.1%
3124.22	67	< 0.1%
2612.61	67	< 0.1%
6280.83	66	< 0.1%
4996.99	65	< 0.1%
2509.06	65	< 0.1%
7306.2	64	< 0.1%
6355.31	63	< 0.1%
Other values (411036)	597106	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	126	< 0.1%
29.61	1	< 0.1%
33.73	1	< 0.1%
34.88	1	< 0.1%
35.69	1	< 0.1%
35.71	1	< 0.1%
40.79	1	< 0.1%
44.92	2	< 0.1%
44.96	1	< 0.1%
47.05	1	< 0.1%

Value	Count	Frequency (%)
57777.57987	1	< 0.1%
57060.13991	1	< 0.1%
56809.05163	1	< 0.1%
56087.90992	1	< 0.1%
55982.6499	1	< 0.1%
55906.9499	1	< 0.1%
55876.07267	1	< 0.1%
55759.48994	1	< 0.1%
55758.22208	1	< 0.1%
55444.75006	1	< 0.1%

total_pymnt_inv
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	406503
Unique (%)	67.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	10029.098206428287
Minimum	0.0
Maximum	57777.58
Zeros	275
Zeros (%)	< 0.1%
Memory size	4.6 MiB

Quantile statistics

Minimum	0
5-th percentile	1735.0025
Q1	4219.6
median	7593.02
Q3	13349.895
95-th percentile	26663.6295
Maximum	57777.58
Range	57777.58
Interquartile range (IQR)	9130.295

Descriptive statistics

Standard deviation	8070.839362
Coefficient of variation (CV)	0.8047422805
Kurtosis	2.758230908
Mean	10029.09821
Median Absolute Deviation (MAD)	4057.6
Skewness	1.576581497
Sum	6007209185
Variance	65138448.01

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	275	< 0.1%
6743.73	110	< 0.1%
2498.5	97	< 0.1%
2811.36	81	< 0.1%
5564.78	75	< 0.1%
5497.46	74	< 0.1%
5419.43	71	< 0.1%
5619.69	69	< 0.1%
2463.44	69	< 0.1%
3747.74	69	< 0.1%
2661.41	67	< 0.1%
6219.46	66	< 0.1%
2998.18	66	< 0.1%
2612.61	66	< 0.1%
7074.9	65	< 0.1%
5892.12	65	< 0.1%
3124.22	64	< 0.1%
6280.83	64	< 0.1%
2575.49	64	< 0.1%
3373.61	63	< 0.1%
2545.23	63	< 0.1%
4996.99	62	< 0.1%
2676.55	61	< 0.1%
5302.98	61	< 0.1%
3032.1	61	< 0.1%
Other values (406478)	597030	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	275	< 0.1%
0.5	1	< 0.1%
12.65	1	< 0.1%
18.97	1	< 0.1%
21.6	1	< 0.1%
25.18	1	< 0.1%
26.19	1	< 0.1%
29.61	1	< 0.1%
33.73	1	< 0.1%
33.99	1	< 0.1%

Value	Count	Frequency (%)
57777.58	1	< 0.1%
57019.38	1	< 0.1%
56475.05	1	< 0.1%
56047.85	1	< 0.1%
55982.65	1	< 0.1%
55876.07	1	< 0.1%
55867.02	1	< 0.1%
55759.49	1	< 0.1%
55145.01	1	< 0.1%
55061	1	< 0.1%

total_rec_prncp
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	203394
Unique (%)	34.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	7730.781476147704
Minimum	0.0
Maximum	35000.03
Zeros	484
Zeros (%)	0.1%
Memory size	4.6 MiB

Quantile statistics

Minimum	0
5-th percentile	1112.55
Q1	2764.05
median	5393.34
Q3	10150.3825
95-th percentile	22400
Maximum	35000.03
Range	35000.03
Interquartile range (IQR)	7386.3325

Descriptive statistics

Standard deviation	6923.288534
Coefficient of variation (CV)	0.8955483421
Kurtosis	2.681955163
Mean	7730.781476
Median Absolute Deviation (MAD)	3208.89
Skewness	1.634554028
Sum	4630568027
Variance	47931924.13

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
10000	14121	2.4%
12000	11155	1.9%
15000	9233	1.5%
20000	8341	1.4%
8000	6937	1.2%
6000	6888	1.1%
5000	6317	1.1%
35000	5565	0.9%
16000	4715	0.8%
18000	4309	0.7%
7000	3765	0.6%
25000	3738	0.6%
24000	3500	0.6%
4000	3126	0.5%
14000	3084	0.5%
9000	2911	0.5%
3000	2797	0.5%
30000	2703	0.5%
21000	2374	0.4%
28000	2276	0.4%
13000	1789	0.3%
9600	1773	0.3%
7200	1764	0.3%
11000	1713	0.3%
7500	1433	0.2%
Other values (203369)	482651	80.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	484	0.1%
18.8	1	< 0.1%
19.31	1	< 0.1%
21.21	1	< 0.1%
21.34	1	< 0.1%
21.6	1	< 0.1%
21.63	1	< 0.1%
21.93	1	< 0.1%
22.24	1	< 0.1%
22.36	1	< 0.1%

Value	Count	Frequency (%)
35000.03	1	< 0.1%
35000.02	5	< 0.1%
35000.01	29	< 0.1%
35000	5565	0.9%
34999.99	76	< 0.1%
34999.98	8	< 0.1%
34999.97	11	< 0.1%
34999.96	10	< 0.1%
34999.95	8	< 0.1%
34999.92	1	< 0.1%

total_rec_int
Real number (ℝ_≥0)

Distinct count	294790
Unique (%)	49.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2274.6176951908083
Minimum	0.0
Maximum	24205.62
Zeros	462
Zeros (%)	0.1%
Memory size	4.6 MiB

Quantile statistics

Minimum	0
5-th percentile	280.02
Q1	821
median	1573.125
Q3	2871.0875
95-th percentile	6817.09
Maximum	24205.62
Range	24205.62
Interquartile range (IQR)	2050.0875

Descriptive statistics

Standard deviation	2270.974523
Coefficient of variation (CV)	0.9983983367
Kurtosis	9.054379064
Mean	2274.617695
Median Absolute Deviation (MAD)	898.355
Skewness	2.51237751
Sum	1362445958
Variance	5157325.286

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	462	0.1%
475.52	101	< 0.1%
527.97	90	< 0.1%
570.63	77	< 0.1%
1249.39	75	< 0.1%
1329.13	74	< 0.1%
553.58	73	< 0.1%
690.75	73	< 0.1%
603.71	73	< 0.1%
713.28	73	< 0.1%
1037.31	72	< 0.1%
1350.99	72	< 0.1%
1263.64	69	< 0.1%
951.04	69	< 0.1%
633.56	68	< 0.1%
744.85	68	< 0.1%
664.98	68	< 0.1%
1499.26	67	< 0.1%
578.71	67	< 0.1%
416.54	67	< 0.1%
1425.66	66	< 0.1%
1542.27	66	< 0.1%
493.19	66	< 0.1%
1437.51	65	< 0.1%
1716.03	64	< 0.1%
Other values (294765)	596793	99.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	462	0.1%
0.01	4	< 0.1%
0.56	1	< 0.1%
0.62	1	< 0.1%
1	1	< 0.1%
1.16	1	< 0.1%
1.34	1	< 0.1%
1.39	1	< 0.1%
1.67	1	< 0.1%
2.3	1	< 0.1%

Value	Count	Frequency (%)
24205.62	1	< 0.1%
23450.38	1	< 0.1%
23172.31	1	< 0.1%
23171.65	1	< 0.1%
23062.45	1	< 0.1%
22930.84	1	< 0.1%
22891.95	1	< 0.1%
22886.89	1	< 0.1%
22777.58	1	< 0.1%
22745.22	1	< 0.1%

total_rec_late_fee
Real number (ℝ_≥0)

ZEROS

Distinct count	5309
Unique (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.43951118928143845
Minimum	0.0
Maximum	358.68
Zeros	589426
Zeros (%)	98.4%
Memory size	4.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	358.68
Range	358.68
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	4.245092641
Coefficient of variation (CV)	9.658667958
Kurtosis	482.5269891
Mean	0.4395111893
Median Absolute Deviation (MAD)	0
Skewness	16.49089103
Sum	263257.5331
Variance	18.02081153

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	589426	98.4%
15	2081	0.3%
30	244	< 0.1%
45	28	< 0.1%
17.41	14	< 0.1%
16.37	14	< 0.1%
16.84	13	< 0.1%
16.06	13	< 0.1%
20.6	13	< 0.1%
60	13	< 0.1%
18.87	11	< 0.1%
20.5	11	< 0.1%
18.02	11	< 0.1%
16.61	10	< 0.1%
17.48	10	< 0.1%
20	10	< 0.1%
15.94	10	< 0.1%
16.64	10	< 0.1%
16.72	9	< 0.1%
16.17	9	< 0.1%
24.79	9	< 0.1%
24.91	9	< 0.1%
19.64	9	< 0.1%
17.01	9	< 0.1%
34.34	8	< 0.1%
Other values (5284)	6974	1.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	589426	98.4%
0.01	6	< 0.1%
0.0607997508	1	< 0.1%
0.0737871041	1	< 0.1%
0.0818376853	1	< 0.1%
0.1017045619	1	< 0.1%
0.1357656267	1	< 0.1%
0.1800829035	1	< 0.1%
0.1847736202	1	< 0.1%
0.2	2	< 0.1%

Value	Count	Frequency (%)
358.68	1	< 0.1%
294.68	1	< 0.1%
286.7475657	1	< 0.1%
252.8	1	< 0.1%
242.55	1	< 0.1%
229.75	1	< 0.1%
213.3	1	< 0.1%
196.15	1	< 0.1%
194.37	1	< 0.1%
184.6	1	< 0.1%

recoveries
Real number (ℝ_≥0)

ZEROS

Distinct count	22626
Unique (%)	3.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	67.24928667736336
Minimum	0.0
Maximum	33520.27
Zeros	574792
Zeros (%)	96.0%
Memory size	4.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	33520.27
Range	33520.27
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	491.327816
Coefficient of variation (CV)	7.306067325
Kurtosis	402.7186208
Mean	67.24928668
Median Absolute Deviation (MAD)	0
Skewness	14.57906694
Sum	40280843.24
Variance	241403.0228

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	574792	96.0%
200	10	< 0.1%
11.7	9	< 0.1%
14.28	9	< 0.1%
16.5	8	< 0.1%
800	8	< 0.1%
100	8	< 0.1%
10.4	8	< 0.1%
10	8	< 0.1%
16.8	7	< 0.1%
11.2	7	< 0.1%
12	7	< 0.1%
10.08	7	< 0.1%
10.2	7	< 0.1%
10.35	6	< 0.1%
5200	6	< 0.1%
12.24	6	< 0.1%
10.66	6	< 0.1%
13.44	6	< 0.1%
5000	6	< 0.1%
13.5	6	< 0.1%
11.16	6	< 0.1%
13.2	6	< 0.1%
10.56	6	< 0.1%
10.92	6	< 0.1%
Other values (22601)	24017	4.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	574792	96.0%
3.6	1	< 0.1%
6.3	1	< 0.1%
6.31	1	< 0.1%
6.87	1	< 0.1%
7.11	1	< 0.1%
8.19	1	< 0.1%
8.35	1	< 0.1%
8.36	1	< 0.1%
8.41	1	< 0.1%

Value	Count	Frequency (%)
33520.27	1	< 0.1%
31900.52	1	< 0.1%
29623.35	1	< 0.1%
29282.07	1	< 0.1%
25000.29	1	< 0.1%
24862.1	1	< 0.1%
24833.68	1	< 0.1%
23184.33	1	< 0.1%
23035.92	1	< 0.1%
22943.37	1	< 0.1%

collection_recovery_fee
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct count	20529
Unique (%)	3.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	7.075546945464249
Minimum	0.0
Maximum	7002.19
Zeros	575943
Zeros (%)	96.2%
Memory size	4.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	7002.19
Range	7002.19
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	74.58798626
Coefficient of variation (CV)	10.54165662
Kurtosis	1143.478789
Mean	7.075546945
Median Absolute Deviation (MAD)	0
Skewness	23.99513225
Sum	4238096.958
Variance	5563.367695

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	575943	96.2%
2	15	< 0.1%
2.52	11	< 0.1%
1.88	11	< 0.1%
1.8	11	< 0.1%
4.52	11	< 0.1%
1.2	11	< 0.1%
3.09	10	< 0.1%
1.07	10	< 0.1%
1.69	10	< 0.1%
3.39	10	< 0.1%
3.2	10	< 0.1%
2.61	10	< 0.1%
2.88	10	< 0.1%
1.55	10	< 0.1%
2.02	9	< 0.1%
3.93	9	< 0.1%
3.71	9	< 0.1%
2.43	9	< 0.1%
0.8	9	< 0.1%
1.6	9	< 0.1%
0.93	9	< 0.1%
1.9	9	< 0.1%
1.62	9	< 0.1%
2.08	9	< 0.1%
Other values (20504)	22795	3.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	575943	96.2%
0.036	1	< 0.1%
0.063	1	< 0.1%
0.0710999972	1	< 0.1%
0.0745000012	1	< 0.1%
0.0884999988	1	< 0.1%
0.1347999947	1	< 0.1%
0.1393000004	1	< 0.1%
0.16	1	< 0.1%
0.1952	1	< 0.1%

Value	Count	Frequency (%)
7002.19	1	< 0.1%
6972.59	1	< 0.1%
6543.04	1	< 0.1%
5774.8	1	< 0.1%
5694.0936	1	< 0.1%
5602.72	1	< 0.1%
5569.92	1	< 0.1%
5216.74	1	< 0.1%
5036.01	1	< 0.1%
4902.08	1	< 0.1%

last_pymnt_d
Categorical

HIGH CARDINALITY

Distinct count	97
Unique (%)	< 0.1%
Missing	456
Missing (%)	0.1%
Memory size	4.6 MiB

Jan-2016	273965
Dec-2015	93163
Jul-2015	14036
Aug-2015	12178
Jun-2015	11874
Other values (92)	193306

Value	Count	Frequency (%)
Jan-2016	273965	45.7%
Dec-2015	93163	15.6%
Jul-2015	14036	2.3%
Aug-2015	12178	2.0%
Jun-2015	11874	2.0%
Oct-2015	11103	1.9%
Apr-2015	11102	1.9%
May-2015	11065	1.8%
Mar-2015	10755	1.8%
Sep-2015	10439	1.7%
Nov-2015	9052	1.5%
Feb-2015	8848	1.5%
Jan-2015	8653	1.4%
Oct-2014	7671	1.3%
Dec-2014	7249	1.2%
Sep-2014	6315	1.1%
Jul-2014	6312	1.1%
Aug-2014	6301	1.1%
Nov-2014	6202	1.0%
Jun-2014	5618	0.9%
May-2014	4717	0.8%
Mar-2014	4569	0.8%
Apr-2014	4319	0.7%
Jan-2014	3642	0.6%
Feb-2014	3627	0.6%
Other values (72)	45747	7.6%

Length

Max length	8
Median length	8
Mean length	7.996193516
Min length	3

Overview of Unicode Properties

Unique unicode characters	32
Unique unicode categories (?)	4
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
2	609888	12.7%
1	602822	12.6%
0	601066	12.5%
-	598522	12.5%
J	333724	7.0%
a	327298	6.8%
n	310351	6.5%
6	273965	5.7%
5	212268	4.4%
e	141807	3.0%
c	129106	2.7%
D	105520	2.2%
u	67833	1.4%
4	66542	1.4%
A	41410	0.9%
p	39689	0.8%
M	38235	0.8%
r	37615	0.8%
3	26841	0.6%
l	24285	0.5%
O	23586	0.5%
t	23586	0.5%
g	22716	0.5%
S	20995	0.4%
N	19760	0.4%
Other values (7)	90114	1.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2394088	50.0%
Lowercase Letter	1198412	25.0%
Uppercase Letter	598522	12.5%
Dash Punctuation	598522	12.5%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
J	333724	55.8%
D	105520	17.6%
A	41410	6.9%
M	38235	6.4%
O	23586	3.9%
S	20995	3.5%
N	19760	3.3%
F	15292	2.6%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
a	327298	27.3%
n	310351	25.9%
e	141807	11.8%
c	129106	10.8%
u	67833	5.7%
p	39689	3.3%
r	37615	3.1%
l	24285	2.0%
t	23586	2.0%
g	22716	1.9%
o	19760	1.6%
v	19760	1.6%
y	19314	1.6%
b	15292	1.3%

Most frequent Dash Punctuation characters

Value	Count	Frequency (%)
-	598522	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
2	609888	25.5%
1	602822	25.2%
0	601066	25.1%
6	273965	11.4%
5	212268	8.9%
4	66542	2.8%
3	26841	1.1%
9	559	< 0.1%
8	137	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	2992610	62.5%
Latin	1796934	37.5%

Most frequent Latin characters

Value	Count	Frequency (%)
J	333724	18.6%
a	327298	18.2%
n	310351	17.3%
e	141807	7.9%
c	129106	7.2%
D	105520	5.9%
u	67833	3.8%
A	41410	2.3%
p	39689	2.2%
M	38235	2.1%
r	37615	2.1%
l	24285	1.4%
O	23586	1.3%
t	23586	1.3%
g	22716	1.3%
S	20995	1.2%
N	19760	1.1%
o	19760	1.1%
v	19760	1.1%
y	19314	1.1%
F	15292	0.9%
b	15292	0.9%

Most frequent Common characters

Value	Count	Frequency (%)
2	609888	20.4%
1	602822	20.1%
0	601066	20.1%
-	598522	20.0%
6	273965	9.2%
5	212268	7.1%
4	66542	2.2%
3	26841	0.9%
9	559	< 0.1%
8	137	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4789544	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
2	609888	12.7%
1	602822	12.6%
0	601066	12.5%
-	598522	12.5%
J	333724	7.0%
a	327298	6.8%
n	310351	6.5%
6	273965	5.7%
5	212268	4.4%
e	141807	3.0%
c	129106	2.7%
D	105520	2.2%
u	67833	1.4%
4	66542	1.4%
A	41410	0.9%
p	39689	0.8%
M	38235	0.8%
r	37615	0.8%
3	26841	0.6%
l	24285	0.5%
O	23586	0.5%
t	23586	0.5%
g	22716	0.5%
S	20995	0.4%
N	19760	0.4%
Other values (7)	90114	1.9%

last_pymnt_amnt
Real number (ℝ_≥0)

Distinct count	215439
Unique (%)	36.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2815.7930834493336
Minimum	0.0
Maximum	36475.59
Zeros	461
Zeros (%)	0.1%
Memory size	4.6 MiB

Quantile statistics

Minimum	0
5-th percentile	126.1955
Q1	305.08
median	507.38
Q3	1506.6025
95-th percentile	15114.5535
Maximum	36475.59
Range	36475.59
Interquartile range (IQR)	1201.5225

Descriptive statistics

Standard deviation	5398.379951
Coefficient of variation (CV)	1.917179207
Kurtosis	8.498032782
Mean	2815.793083
Median Absolute Deviation (MAD)	266.26
Skewness	2.817688031
Sum	1686598110
Variance	29142506.1

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
327.34	1175	0.2%
336.9	920	0.2%
392.81	811	0.1%
491.01	808	0.1%
332.1	762	0.1%
318.79	743	0.1%
654.68	643	0.1%
163.67	591	0.1%
196.41	571	0.1%
261.88	567	0.1%
289.34	540	0.1%
382.55	537	0.1%
334.49	531	0.1%
608.72	525	0.1%
478.19	523	0.1%
482.23	518	0.1%
269.52	507	0.1%
880.61	504	0.1%
312.86	500	0.1%
500	489	0.1%
168.45	485	0.1%
498.15	485	0.1%
505.34	463	0.1%
0	461	0.1%
404.27	458	0.1%
Other values (215414)	583861	97.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	461	0.1%
0.01	21	< 0.1%
0.02	4	< 0.1%
0.03	7	< 0.1%
0.04	1	< 0.1%
0.05	1	< 0.1%
0.06	1	< 0.1%
0.07	1	< 0.1%
0.08	1	< 0.1%
0.09	4	< 0.1%

Value	Count	Frequency (%)
36475.59	1	< 0.1%
36347.05	1	< 0.1%
36234.44	1	< 0.1%
36174.68	1	< 0.1%
36170.14	1	< 0.1%
36133.3	1	< 0.1%
36117.51	1	< 0.1%
36115.2	1	< 0.1%
36090.92	1	< 0.1%
36043.81	1	< 0.1%

next_pymnt_d
Categorical

MISSING

Distinct count	3
Unique (%)	< 0.1%
Missing	244687
Missing (%)	40.9%
Memory size	4.6 MiB

Feb-2016	311462
Jan-2016	42801
Mar-2016	28

Value	Count	Frequency (%)
Feb-2016	311462	52.0%
Jan-2016	42801	7.1%
Mar-2016	28	< 0.1%
(Missing)	244687	40.9%

Length

Max length	8
Median length	8
Mean length	5.957462545
Min length	3

Overview of Unicode Properties

Unique unicode characters	13
Unique unicode categories (?)	4
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
n	532175	14.9%
-	354291	9.9%
2	354291	9.9%
0	354291	9.9%
1	354291	9.9%
6	354291	9.9%
F	311462	8.7%
e	311462	8.7%
b	311462	8.7%
a	287516	8.1%
J	42801	1.2%
M	28	< 0.1%
r	28	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1442643	40.4%
Decimal Number	1417164	39.7%
Uppercase Letter	354291	9.9%
Dash Punctuation	354291	9.9%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
n	532175	36.9%
e	311462	21.6%
b	311462	21.6%
a	287516	19.9%
r	28	< 0.1%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
F	311462	87.9%
J	42801	12.1%
M	28	< 0.1%

Most frequent Dash Punctuation characters

Value	Count	Frequency (%)
-	354291	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
2	354291	25.0%
0	354291	25.0%
1	354291	25.0%
6	354291	25.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1796934	50.4%
Common	1771455	49.6%

Most frequent Latin characters

Value	Count	Frequency (%)
n	532175	29.6%
F	311462	17.3%
e	311462	17.3%
b	311462	17.3%
a	287516	16.0%
J	42801	2.4%
M	28	< 0.1%
r	28	< 0.1%

Most frequent Common characters

Value	Count	Frequency (%)
-	354291	20.0%
2	354291	20.0%
0	354291	20.0%
1	354291	20.0%
6	354291	20.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3568389	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
n	532175	14.9%
-	354291	9.9%
2	354291	9.9%
0	354291	9.9%
1	354291	9.9%
6	354291	9.9%
F	311462	8.7%
e	311462	8.7%
b	311462	8.7%
a	287516	8.1%
J	42801	1.2%
M	28	< 0.1%
r	28	< 0.1%

last_credit_pull_d
Categorical

HIGH CARDINALITY

Distinct count	102
Unique (%)	< 0.1%
Missing	43
Missing (%)	< 0.1%
Memory size	4.6 MiB

Jan-2016	451313
Dec-2015	16765
Nov-2015	9902
Sep-2015	9258
Oct-2015	9241
Other values (97)	102456

Value	Count	Frequency (%)
Jan-2016	451313	75.3%
Dec-2015	16765	2.8%
Nov-2015	9902	1.7%
Sep-2015	9258	1.5%
Oct-2015	9241	1.5%
Jul-2015	8234	1.4%
Aug-2015	7459	1.2%
Jun-2015	6904	1.2%
Apr-2015	6126	1.0%
May-2015	5863	1.0%
Mar-2015	5752	1.0%
Jan-2015	5228	0.9%
Feb-2015	4992	0.8%
Dec-2014	3681	0.6%
Oct-2014	3343	0.6%
Nov-2014	3157	0.5%
Sep-2014	2934	0.5%
Aug-2014	2797	0.5%
Jul-2014	2756	0.5%
May-2014	2279	0.4%
Jun-2014	2225	0.4%
Mar-2014	2191	0.4%
Apr-2014	2164	0.4%
Feb-2014	1907	0.3%
Jan-2014	1773	0.3%
Other values (77)	20691	3.5%

Length

Max length	8
Median length	8
Mean length	7.999641055
Min length	3

Overview of Unicode Properties

Unique unicode characters	33
Unique unicode categories (?)	4
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
2	603984	12.6%
1	600900	12.5%
0	600115	12.5%
-	598935	12.5%
J	482045	10.1%
a	478252	10.0%
n	469484	9.8%
6	451313	9.4%
5	95724	2.0%
e	45759	1.0%
c	37428	0.8%
u	35360	0.7%
4	31207	0.7%
p	23672	0.5%
D	22805	0.5%
A	21798	0.5%
M	19383	0.4%
r	19301	0.4%
N	15327	0.3%
o	15327	0.3%
v	15327	0.3%
O	14623	0.3%
t	14623	0.3%
S	14015	0.3%
l	12647	0.3%
Other values (8)	52255	1.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2395740	50.0%
Lowercase Letter	1197999	25.0%
Uppercase Letter	598935	12.5%
Dash Punctuation	598935	12.5%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
J	482045	80.5%
D	22805	3.8%
A	21798	3.6%
M	19383	3.2%
N	15327	2.6%
O	14623	2.4%
S	14015	2.3%
F	8939	1.5%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
a	478252	39.9%
n	469484	39.2%
e	45759	3.8%
c	37428	3.1%
u	35360	3.0%
p	23672	2.0%
r	19301	1.6%
o	15327	1.3%
v	15327	1.3%
t	14623	1.2%
l	12647	1.1%
g	12141	1.0%
y	9739	0.8%
b	8939	0.7%

Most frequent Dash Punctuation characters

Value	Count	Frequency (%)
-	598935	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
2	603984	25.2%
1	600900	25.1%
0	600115	25.0%
6	451313	18.8%
5	95724	4.0%
4	31207	1.3%
3	12185	0.5%
9	235	< 0.1%
8	41	< 0.1%
7	36	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	2994675	62.5%
Latin	1796934	37.5%

Most frequent Latin characters

Value	Count	Frequency (%)
J	482045	26.8%
a	478252	26.6%
n	469484	26.1%
e	45759	2.5%
c	37428	2.1%
u	35360	2.0%
p	23672	1.3%
D	22805	1.3%
A	21798	1.2%
M	19383	1.1%
r	19301	1.1%
N	15327	0.9%
o	15327	0.9%
v	15327	0.9%
O	14623	0.8%
t	14623	0.8%
S	14015	0.8%
l	12647	0.7%
g	12141	0.7%
y	9739	0.5%
F	8939	0.5%
b	8939	0.5%

Most frequent Common characters

Value	Count	Frequency (%)
2	603984	20.2%
1	600900	20.1%
0	600115	20.0%
-	598935	20.0%
6	451313	15.1%
5	95724	3.2%
4	31207	1.0%
3	12185	0.4%
9	235	< 0.1%
8	41	< 0.1%
7	36	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4791609	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
2	603984	12.6%
1	600900	12.5%
0	600115	12.5%
-	598935	12.5%
J	482045	10.1%
a	478252	10.0%
n	469484	9.8%
6	451313	9.4%
5	95724	2.0%
e	45759	1.0%
c	37428	0.8%
u	35360	0.7%
4	31207	0.7%
p	23672	0.5%
D	22805	0.5%
A	21798	0.5%
M	19383	0.4%
r	19301	0.4%
N	15327	0.3%
o	15327	0.3%
v	15327	0.3%
O	14623	0.3%
t	14623	0.3%
S	14015	0.3%
l	12647	0.3%
Other values (8)	52255	1.1%

collections_12_mths_ex_med
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct count	10
Unique (%)	< 0.1%
Missing	56
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%

Mean	0.011255221881981293
Minimum	0.0
Maximum	20.0
Zeros	592719
Zeros (%)	99.0%
Memory size	4.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	20
Range	20
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1199350472
Coefficient of variation (CV)	10.65594695
Kurtosis	2274.617719
Mean	0.01125522188
Median Absolute Deviation (MAD)	0
Skewness	24.52184047
Sum	6741
Variance	0.01438441556

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	592719	99.0%
1	5772	1.0%
2	380	0.1%
3	37	< 0.1%
4	8	< 0.1%
5	2	< 0.1%
6	1	< 0.1%
16	1	< 0.1%
20	1	< 0.1%
14	1	< 0.1%
(Missing)	56	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	592719	99.0%
1	5772	1.0%
2	380	0.1%
3	37	< 0.1%
4	8	< 0.1%
5	2	< 0.1%
6	1	< 0.1%
14	1	< 0.1%
16	1	< 0.1%
20	1	< 0.1%

Value	Count	Frequency (%)
20	1	< 0.1%
16	1	< 0.1%
14	1	< 0.1%
6	1	< 0.1%
5	2	< 0.1%
4	8	< 0.1%
3	37	< 0.1%
2	380	0.1%
1	5772	1.0%
0	592719	99.0%

policy_code
Boolean

CONSTANT
REJECTED

Distinct count	1
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.6 MiB

1	598978

Frequency Table

Value	Count	Frequency (%)
1	598978	100.0%

application_type
Categorical

CONSTANT
REJECTED

Distinct count	1
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.6 MiB

INDIVIDUAL	598978

Value	Count	Frequency (%)
INDIVIDUAL	598978	100.0%

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Overview of Unicode Properties

Unique unicode characters	7
Unique unicode categories (?)	1
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
I	1796934	30.0%
D	1197956	20.0%
N	598978	10.0%
V	598978	10.0%
U	598978	10.0%
A	598978	10.0%
L	598978	10.0%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	5989780	100.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
I	1796934	30.0%
D	1197956	20.0%
N	598978	10.0%
V	598978	10.0%
U	598978	10.0%
A	598978	10.0%
L	598978	10.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	5989780	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
I	1796934	30.0%
D	1197956	20.0%
N	598978	10.0%
V	598978	10.0%
U	598978	10.0%
A	598978	10.0%
L	598978	10.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5989780	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
I	1796934	30.0%
D	1197956	20.0%
N	598978	10.0%
V	598978	10.0%
U	598978	10.0%
A	598978	10.0%
L	598978	10.0%

acc_now_delinq
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct count	8
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.004624543806283369
Minimum	0.0
Maximum	14.0
Zeros	596424
Zeros (%)	99.6%
Memory size	4.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	14
Range	14
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.07595054503
Coefficient of variation (CV)	16.42335941
Kurtosis	2411.002856
Mean	0.004624543806
Median Absolute Deviation (MAD)	0
Skewness	28.43505937
Sum	2770
Variance	0.00576848529

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	596424	99.6%
1	2389	0.4%
2	136	< 0.1%
3	21	< 0.1%
4	4	< 0.1%
5	2	< 0.1%
6	1	< 0.1%
14	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	596424	99.6%
1	2389	0.4%
2	136	< 0.1%
3	21	< 0.1%
4	4	< 0.1%
5	2	< 0.1%
6	1	< 0.1%
14	1	< 0.1%

Value	Count	Frequency (%)
14	1	< 0.1%
6	1	< 0.1%
5	2	< 0.1%
4	4	< 0.1%
3	21	< 0.1%
2	136	< 0.1%
1	2389	0.4%
0	596424	99.6%

tot_coll_amt
Real number (ℝ_≥0)

MISSING
SKEWED
ZEROS

Distinct count	7905
Unique (%)	1.5%
Missing	67313
Missing (%)	11.2%
Infinite	0
Infinite (%)	0.0%

Mean	208.92734146502028
Minimum	0.0
Maximum	9152545.0
Zeros	461105
Zeros (%)	77.0%
Memory size	4.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	538
Maximum	9152545
Range	9152545
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	12684.39642
Coefficient of variation (CV)	60.7119984
Kurtosis	509821.5775
Mean	208.9273415
Median Absolute Deviation (MAD)	0
Skewness	706.75678
Sum	111079355
Variance	160893912.6

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	461105	77.0%
50	1142	0.2%
100	865	0.1%
75	679	0.1%
60	440	0.1%
200	428	0.1%
150	412	0.1%
80	384	0.1%
70	383	0.1%
55	356	0.1%
90	327	0.1%
65	320	0.1%
85	294	< 0.1%
250	271	< 0.1%
54	248	< 0.1%
53	248	< 0.1%
66	245	< 0.1%
71	243	< 0.1%
58	242	< 0.1%
79	232	< 0.1%
95	230	< 0.1%
81	227	< 0.1%
86	224	< 0.1%
78	223	< 0.1%
52	223	< 0.1%
Other values (7880)	61674	10.3%
(Missing)	67313	11.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	461105	77.0%
3	1	< 0.1%
5	1	< 0.1%
7	2	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
10	8	< 0.1%
12	2	< 0.1%
13	1	< 0.1%
14	1	< 0.1%

Value	Count	Frequency (%)
9152545	1	< 0.1%
496651	1	< 0.1%
296368	1	< 0.1%
143558	1	< 0.1%
126297	1	< 0.1%
124825	1	< 0.1%
119428	2	< 0.1%
113384	1	< 0.1%
112720	1	< 0.1%
103846	1	< 0.1%

tot_cur_bal
Real number (ℝ_≥0)

MISSING

Distinct count	262021
Unique (%)	49.3%
Missing	67313
Missing (%)	11.2%
Infinite	0
Infinite (%)	0.0%

Mean	138990.46044971928
Minimum	0.0
Maximum	8000078.0
Zeros	96
Zeros (%)	< 0.1%
Memory size	4.6 MiB

Quantile statistics

Minimum	0
5-th percentile	8971
Q1	29197
median	80986
Q3	208402
95-th percentile	421582
Maximum	8000078
Range	8000078
Interquartile range (IQR)	179205

Descriptive statistics

Standard deviation	152554.3923
Coefficient of variation (CV)	1.097588941
Kurtosis	32.67024459
Mean	138990.4604
Median Absolute Deviation (MAD)	64093
Skewness	2.90824952
Sum	7.389636316e+10
Variance	2.327284261e+10

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	96	< 0.1%
19820	18	< 0.1%
14186	17	< 0.1%
12843	17	< 0.1%
23254	16	< 0.1%
12233	15	< 0.1%
31770	15	< 0.1%
27316	15	< 0.1%
30491	15	< 0.1%
18583	15	< 0.1%
28674	14	< 0.1%
16060	14	< 0.1%
26475	14	< 0.1%
11308	14	< 0.1%
22396	14	< 0.1%
17477	14	< 0.1%
19998	14	< 0.1%
34574	14	< 0.1%
31416	14	< 0.1%
12213	14	< 0.1%
38444	14	< 0.1%
20142	14	< 0.1%
20699	14	< 0.1%
14791	14	< 0.1%
15779	14	< 0.1%
Other values (261996)	531216	88.7%
(Missing)	67313	11.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	96	< 0.1%
1	1	< 0.1%
2	2	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	2	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	2	< 0.1%

Value	Count	Frequency (%)
8000078	1	< 0.1%
4772549	1	< 0.1%
4026405	1	< 0.1%
3881449	1	< 0.1%
3840795	1	< 0.1%
3610743	1	< 0.1%
3471522	1	< 0.1%
3437283	1	< 0.1%
3370799	1	< 0.1%
3292113	1	< 0.1%

total_rev_hi_lim
Real number (ℝ_≥0)

MISSING
SKEWED

Distinct count	16327
Unique (%)	3.1%
Missing	67313
Missing (%)	11.2%
Infinite	0
Infinite (%)	0.0%

Mean	31110.61705773372
Minimum	0.0
Maximum	9999999.0
Zeros	190
Zeros (%)	< 0.1%
Memory size	4.6 MiB

Quantile statistics

Minimum	0
5-th percentile	6000
Q1	13700
median	23200
Q3	38700
95-th percentile	79500
Maximum	9999999
Range	9999999
Interquartile range (IQR)	25000

Descriptive statistics

Standard deviation	36383.26333
Coefficient of variation (CV)	1.169480607
Kurtosis	21281.01381
Mean	31110.61706
Median Absolute Deviation (MAD)	11300
Skewness	81.5153322
Sum	1.654042622e+10
Variance	1323741851

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
15000	1788	0.3%
12000	1737	0.3%
14500	1734	0.3%
10000	1728	0.3%
13500	1726	0.3%
12500	1698	0.3%
16500	1696	0.3%
13000	1689	0.3%
9000	1668	0.3%
11000	1667	0.3%
10500	1656	0.3%
14000	1654	0.3%
16000	1652	0.3%
11500	1643	0.3%
15500	1615	0.3%
17000	1602	0.3%
8500	1593	0.3%
17500	1579	0.3%
14800	1569	0.3%
8000	1568	0.3%
9500	1556	0.3%
13800	1553	0.3%
12800	1540	0.3%
16300	1526	0.3%
18500	1519	0.3%
Other values (16302)	490709	81.9%
(Missing)	67313	11.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	190	< 0.1%
100	8	< 0.1%
200	5	< 0.1%
300	38	< 0.1%
400	21	< 0.1%
500	113	< 0.1%
600	31	< 0.1%
605	1	< 0.1%
629	1	< 0.1%
696	1	< 0.1%

Value	Count	Frequency (%)
9999999	2	< 0.1%
2013133	1	< 0.1%
1998700	1	< 0.1%
1508600	1	< 0.1%
1314900	1	< 0.1%
1127900	1	< 0.1%
1119200	1	< 0.1%
1090700	1	< 0.1%
1060800	1	< 0.1%
1058000	1	< 0.1%

default_ind
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.6 MiB

0	552822
1	46156

Frequency Table

Value	Count	Frequency (%)
0	552822	92.3%
1	46156	7.7%

default_ind

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	df_index	loan_amnt	funded_amnt	funded_amnt_inv	term	int_rate	installment	grade	sub_grade	emp_title	emp_length	home_ownership	annual_inc	verification_status	issue_d	pymnt_plan	purpose	title	zip_code	addr_state	dti	earliest_cr_line	inq_last_6mths	open_acc	revol_bal	revol_util	total_acc	initial_list_status	out_prncp	out_prncp_inv	total_pymnt	total_pymnt_inv	total_rec_prncp	total_rec_int	total_rec_late_fee	recoveries	collection_recovery_fee	last_pymnt_d	last_pymnt_amnt	next_pymnt_d	last_credit_pull_d	policy_code	application_type	tot_coll_amt	tot_cur_bal	total_rev_hi_lim	default_ind
0	0	5000.0	5000.0	4975.0	36 months	10.65	162.87	B	B2	NaN	10+ years	RENT	24000.0	Verified	Dec-2011	n	credit_card	Computer	860xx	AZ	27.65	Jan-1985	1.0	3.0	13648.0	83.7	9.0	f	0.00	0.00	5861.071414	5831.78	5000.00	861.07	0.00	0.00	0.00	Jan-2015	171.62	NaN	Jan-2016	1.0	INDIVIDUAL	NaN	NaN	NaN	0
1	1	2500.0	2500.0	2500.0	60 months	15.27	59.83	C	C4	Ryder	< 1 year	RENT	30000.0	Source Verified	Dec-2011	n	car	bike	309xx	GA	1.00	Apr-1999	5.0	3.0	1687.0	9.4	4.0	f	0.00	0.00	1008.710000	1008.71	456.46	435.17	0.00	117.08	1.11	Apr-2013	119.66	NaN	Sep-2013	1.0	INDIVIDUAL	NaN	NaN	NaN	1
2	2	2400.0	2400.0	2400.0	36 months	15.96	84.33	C	C5	NaN	10+ years	RENT	12252.0	Not Verified	Dec-2011	n	small_business	real estate business	606xx	IL	8.72	Nov-2001	2.0	2.0	2956.0	98.5	10.0	f	0.00	0.00	3003.653644	3003.65	2400.00	603.65	0.00	0.00	0.00	Jun-2014	649.91	NaN	Jan-2016	1.0	INDIVIDUAL	NaN	NaN	NaN	0
3	3	10000.0	10000.0	10000.0	36 months	13.49	339.31	C	C1	AIR RESOURCES BOARD	10+ years	RENT	49200.0	Source Verified	Dec-2011	n	other	personel	917xx	CA	20.00	Feb-1996	1.0	10.0	5598.0	21.0	37.0	f	0.00	0.00	12226.302212	12226.30	10000.00	2209.33	16.97	0.00	0.00	Jan-2015	357.48	NaN	Jan-2015	1.0	INDIVIDUAL	NaN	NaN	NaN	0
4	4	3000.0	3000.0	3000.0	60 months	12.69	67.79	B	B5	University Medical Group	1 year	RENT	80000.0	Source Verified	Dec-2011	n	other	Personal	972xx	OR	17.94	Jan-1996	0.0	15.0	27783.0	53.9	38.0	f	766.90	766.90	3242.170000	3242.17	2233.10	1009.07	0.00	0.00	0.00	Jan-2016	67.79	Feb-2016	Jan-2016	1.0	INDIVIDUAL	NaN	NaN	NaN	0
5	5	5000.0	5000.0	5000.0	36 months	7.90	156.46	A	A4	Veolia Transportaton	3 years	RENT	36000.0	Source Verified	Dec-2011	n	wedding	My wedding loan I promise to pay back	852xx	AZ	11.20	Nov-2004	3.0	9.0	7963.0	28.3	12.0	f	0.00	0.00	5631.377753	5631.38	5000.00	631.38	0.00	0.00	0.00	Jan-2015	161.03	NaN	Sep-2015	1.0	INDIVIDUAL	NaN	NaN	NaN	0
6	6	7000.0	7000.0	7000.0	60 months	15.96	170.08	C	C5	Southern Star Photography	8 years	RENT	47004.0	Not Verified	Dec-2011	n	debt_consolidation	Loan	280xx	NC	23.51	Jul-2005	1.0	7.0	17726.0	85.6	11.0	f	1889.15	1889.15	8136.840000	8136.84	5110.85	3025.99	0.00	0.00	0.00	Jan-2016	170.08	Feb-2016	Jan-2016	1.0	INDIVIDUAL	NaN	NaN	NaN	0
7	7	3000.0	3000.0	3000.0	36 months	18.64	109.43	E	E1	MKC Accounting	9 years	RENT	48000.0	Source Verified	Dec-2011	n	car	Car Downpayment	900xx	CA	5.35	Jan-2007	2.0	4.0	8221.0	87.5	4.0	f	0.00	0.00	3938.144334	3938.14	3000.00	938.14	0.00	0.00	0.00	Jan-2015	111.34	NaN	Dec-2014	1.0	INDIVIDUAL	NaN	NaN	NaN	0
8	8	5600.0	5600.0	5600.0	60 months	21.28	152.39	F	F2	NaN	4 years	OWN	40000.0	Source Verified	Dec-2011	n	small_business	Expand Business & Buy Debt Portfolio	958xx	CA	5.55	Apr-2004	2.0	11.0	5210.0	32.6	13.0	f	0.00	0.00	646.020000	646.02	162.02	294.94	0.00	189.06	2.09	Apr-2012	152.39	NaN	Aug-2012	1.0	INDIVIDUAL	NaN	NaN	NaN	1
9	9	5375.0	5375.0	5350.0	60 months	12.69	121.45	B	B5	Starbucks	< 1 year	RENT	15000.0	Verified	Dec-2011	n	other	Building my credit history.	774xx	TX	18.08	Sep-2004	0.0	2.0	9279.0	36.5	3.0	f	0.00	0.00	1476.190000	1469.34	673.48	533.42	0.00	269.29	2.52	Nov-2012	121.45	NaN	Mar-2013	1.0	INDIVIDUAL	NaN	NaN	NaN	1

Last rows

	df_index	loan_amnt	funded_amnt	funded_amnt_inv	term	int_rate	installment	grade	sub_grade	emp_title	emp_length	home_ownership	annual_inc	verification_status	issue_d	pymnt_plan	purpose	title	zip_code	addr_state	dti	delinq_2yrs	earliest_cr_line	inq_last_6mths	open_acc	pub_rec	revol_bal	revol_util	total_acc	initial_list_status	out_prncp	out_prncp_inv	total_pymnt	total_pymnt_inv	total_rec_prncp	total_rec_int	last_pymnt_d	last_pymnt_amnt	next_pymnt_d	last_credit_pull_d	collections_12_mths_ex_med	policy_code	application_type	tot_coll_amt	tot_cur_bal	total_rev_hi_lim	default_ind
598968	855959	4000.0	4000.0	4000.0	36 months	8.67	126.59	B	B1	Lead Custodian	10+ years	MORTGAGE	50000.0	Verified	Jan-2015	n	car	Car financing	956xx	CA	12.63	0.0	Sep-2002	0.0	11.0	1.0	1700.0	5.6	30.0	f	0.00	0.00	4158.02	4158.02	4000.00	158.02	Jun-2015	3655.51	NaN	Nov-2015	0.0	1.0	INDIVIDUAL	0.0	18979.0	30100.0	0
598969	855960	7500.0	7500.0	7500.0	36 months	9.49	240.22	B	B2	Owner	8 years	RENT	40000.0	Verified	Jan-2015	n	debt_consolidation	Debt consolidation	531xx	WI	25.63	0.0	Aug-1994	0.0	10.0	1.0	6361.0	43.9	29.0	f	5232.15	5232.15	2874.73	2874.73	2267.85	606.88	Jan-2016	240.22	Feb-2016	Jan-2016	0.0	1.0	INDIVIDUAL	3174.0	18611.0	14500.0	0
598970	855961	10850.0	10850.0	10850.0	36 months	19.24	399.04	E	E2	NaN	NaN	OWN	32000.0	Verified	Jan-2015	n	debt_consolidation	Debt consolidation	430xx	OH	29.44	0.0	Jun-2002	1.0	9.0	0.0	6987.0	41.6	20.0	f	0.00	0.00	2396.05	2396.05	1405.77	990.28	Aug-2015	25.00	NaN	Jan-2016	0.0	1.0	INDIVIDUAL	972.0	53777.0	16800.0	1
598971	855962	12000.0	12000.0	12000.0	36 months	11.99	398.52	B	B5	KYC Business Analyst	< 1 year	MORTGAGE	63000.0	Verified	Jan-2015	n	credit_card	Credit card refinancing	432xx	OH	23.69	1.0	Jun-1995	0.0	13.0	0.0	21110.0	69.7	61.0	f	8466.56	8466.56	4766.25	4766.25	3533.44	1232.81	Jan-2016	398.52	Feb-2016	Jan-2016	0.0	1.0	INDIVIDUAL	0.0	237002.0	30300.0	0
598972	855963	11575.0	11575.0	11575.0	36 months	15.59	404.61	D	D1	Manager	10+ years	RENT	25400.0	Verified	Jan-2015	n	credit_card	Credit card refinancing	791xx	TX	27.08	0.0	Jul-1999	0.0	9.0	0.0	18266.0	65.0	18.0	f	8296.52	8296.52	4863.33	4863.33	3278.48	1584.85	Jan-2016	404.61	Feb-2016	Jan-2016	0.0	1.0	INDIVIDUAL	0.0	19798.0	28100.0	0
598973	855964	10000.0	10000.0	10000.0	36 months	11.99	332.10	B	B5	Office Assistant	8 years	RENT	31000.0	Verified	Jan-2015	n	debt_consolidation	Debt consolidation	905xx	CA	28.69	0.0	Sep-2004	0.0	9.0	1.0	14037.0	82.1	15.0	f	7055.47	7055.47	3971.88	3971.88	2944.53	1027.35	Jan-2016	332.10	Feb-2016	Jan-2016	0.0	1.0	INDIVIDUAL	0.0	25274.0	17100.0	0
598974	855965	24000.0	24000.0	24000.0	36 months	11.99	797.03	B	B5	Director of Maintenance	10+ years	MORTGAGE	79000.0	Verified	Jan-2015	n	home_improvement	Home improvement	072xx	NJ	3.90	0.0	Mar-1974	1.0	5.0	0.0	8621.0	84.5	23.0	f	16933.26	16933.26	9532.39	9532.39	7066.74	2465.65	Jan-2016	797.03	Feb-2016	Jan-2016	0.0	1.0	INDIVIDUAL	0.0	140285.0	10200.0	0
598975	855966	13000.0	13000.0	13000.0	60 months	15.99	316.07	D	D2	Radiologist Technologist	5 years	RENT	35000.0	Verified	Jan-2015	n	debt_consolidation	Debt consolidation	378xx	TN	30.90	0.0	Sep-2003	0.0	9.0	1.0	11031.0	61.3	22.0	w	11155.50	11155.50	3769.74	3769.74	1844.50	1925.24	Jan-2016	316.07	Feb-2016	Jan-2016	0.0	1.0	INDIVIDUAL	0.0	34178.0	18000.0	0
598976	855967	12000.0	12000.0	12000.0	60 months	19.99	317.86	E	E3	Painter	1 year	RENT	64400.0	Source Verified	Jan-2015	n	debt_consolidation	Debt consolidation	010xx	MA	27.19	1.0	Oct-2003	2.0	17.0	0.0	8254.0	30.6	20.0	w	10447.31	10447.31	3787.67	3787.67	1552.69	2234.98	Jan-2016	317.86	Feb-2016	Jan-2016	1.0	1.0	INDIVIDUAL	0.0	58418.0	27000.0	0
598977	855968	20000.0	20000.0	20000.0	36 months	11.99	664.20	B	B5	Manager Hotel Operations Oasis	10+ years	RENT	100000.0	Verified	Jan-2015	n	credit_card	Credit card refinancing	331xx	FL	10.83	0.0	Dec-2001	1.0	8.0	1.0	33266.0	79.8	10.0	f	14110.94	14110.94	7943.76	7943.76	5889.06	2054.70	Jan-2016	664.20	Feb-2016	Jan-2016	0.0	1.0	INDIVIDUAL	0.0	33307.0	41700.0	0

Overview

Variables

Most occurring characters

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Most occurring scripts

Most frequent Latin characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

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Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most frequent Space Separator characters

Most occurring scripts

Most frequent Latin characters